Claimant groups
Rahimi Corp MPC — pain, anesthesia, ketamine infusion
$2,279k–$5,446k
67 high-win · ketamine_infusion, interventional_pain
Soltani Corp MPC — family practice (in scope 2026-07-31)
$1,000k–$2,467k
42 high-win · primary_care, primary_care_chronic_disease
Both corps — integrated care, shared infrastructure
$649k–$1,597k
24 high-win · integrated_care, digital_health
Other
Vohux Inc — software and fintech R&D
$290k–$685k
10 high-win
Reference inventory — not work either corp has performed
$10,245k–$23,410k
147 high-win
Ketamine + propofol + dexmedetomidine triad protocol for chronic pain — dose-response optimization
Whether a fixed-ratio triad of sub-anesthetic ketamine, low-dose propofol (target RASS -1), and dexmedetomidine (0.2–0.5…
IV dexamethasone as adjunct to ketamine infusion — anti-inflammatory synergy hypothesis
Whether IV dexamethasone (4–8mg) added to a standard sub-anesthetic ketamine protocol extends analgesia duration beyond …
IV dimenhydrinate + midazolam combination for KIT nausea and anxiolysis — efficacy vs. standard antiemetic
Whether the combination of IV dimenhydrinate (25–50mg) + midazolam (1–2mg) as pre-medication before KIT is superior to o…
Sub-anesthetic ketamine dosing in opioid-tolerant chronic pain patients — standard protocols fail
Whether standard KIT dosing (0.5 mg/kg over 40min) is inadequate for opioid-tolerant patients (daily MME >60mg) and what…
IV magnesium sulfate co-infusion with ketamine — NMDA receptor synergy and dose-sparing hypothesis
Whether co-infusion of IV magnesium sulfate (2g over 20min pre-load) reduces the ketamine dose required to achieve equiv…
KIT protocol optimization for treatment-resistant depression — antidepressant vs. analgesic dosing comparison
Whether the standard TRD KIT dosing (0.5 mg/kg/40min × 6 sessions) applies equally to patients with both TRD and comorbi…
KIT for fibromyalgia — dosing, frequency, and maintenance protocol optimization
Whether fibromyalgia (central sensitization-driven, unlike nociceptive or neuropathic pain) responds differently to KIT …
KIT protocol for complex regional pain syndrome (CRPS) Type I vs. Type II — differential response hypothesis
Whether CRPS Type I (no nerve injury) and Type II (with nerve injury) respond differently to the same KIT protocol — mec…
Sub-anesthetic KIT in adolescent chronic pain — weight-based dosing and parent-reported outcomes
Whether standard adult KIT weight-based dosing (0.5 mg/kg) produces equivalent analgesic and psychological outcomes in a…
KIT + low-dose naltrexone (LDN) combination — glial activation hypothesis
Whether pre-treatment with low-dose naltrexone (1.5–4.5mg nightly for 4 weeks) before a KIT series reduces microglial ac…
KIT infusion rate optimization — 40-min vs. 100-min vs. 4-hour protocol comparison in chronic pain
Whether a slower ketamine infusion (100min or 4hr at equivalent total dose) produces better analgesic outcomes with fewe…
KIT effect on sleep architecture in chronic pain — polysomnography hypothesis
Whether sub-anesthetic KIT produces measurable changes in sleep architecture (slow-wave sleep, REM latency) that mediate…
Machine learning model for KIT patient selection — predicting non-responders before first infusion
Whether a pretreatment clinical feature set (pain duration, opioid tolerance, sleep score, psychiatric comorbidity, pain…
Remote physiological monitoring during KIT — can wearables replace vital sign nursing?
Whether continuous wearable monitoring (SpO2, HR, BP via cuffless sensor) provides equivalent safety data to 5-minute nu…
Cost-effectiveness modelling of outpatient KIT vs. standard chronic pain management in Ontario
Whether outpatient KIT is cost-effective (QALY basis) compared to ongoing opioid therapy, interventional procedures, and…
PENG (pericapsular nerve group) block for hip osteoarthritis — analgesic duration and patient selection
Whether PENG block in hip OA patients produces clinically meaningful analgesia duration (>6 weeks) that rivals intra-art…
Erector spinae plane (ESP) block for chronic thoracolumbar pain — optimal level selection and volume
Whether ESP block level selection (T5 vs. T8 vs. L2) and injectate volume (20mL vs. 40mL) affect the dermatomal spread a…
IPACK (interspace between popliteal artery and posterior capsule of knee) block for chronic knee pain
Whether IPACK block provides meaningful analgesia duration for chronic osteoarthritic knee pain (beyond post-surgical re…
Genicular nerve block success as predictor of genicular RFA outcome — diagnostic utility quantification
Whether a positive genicular nerve block (NRS reduction >50% at 2hrs) reliably predicts sustained genicular RFA outcome …
Ultrasound-guided stellate ganglion block for upper limb CRPS — volume optimization and sympatholysis duration
Whether US-guided stellate ganglion block (6mL vs. 10mL vs. 15mL bupivacaine 0.5%) produces proportionally longer sympat…
PRP platelet concentration optimization for knee OA — does higher concentration improve outcomes?
Whether high-concentration PRP (>1.5 million platelets/μL, typically 4-5x baseline) produces superior WOMAC and NRS outc…
Leukocyte-rich vs. leukocyte-poor PRP for knee OA — inflammation modulation hypothesis
Whether leukocyte-poor PRP (LP-PRP) produces better outcomes than leukocyte-rich PRP (LR-PRP) in knee OA by reducing pos…
PRP + hyaluronic acid co-injection for knee OA — synergy hypothesis
Whether PRP + HA co-injection produces superior viscosupplementation (via HA) + biological regeneration (via PRP growth …
Optimal sequencing of corticosteroid then HA injection in knee OA — washout interval optimization
Whether injecting HA 4 weeks after corticosteroid (vs. 6 weeks vs. 8 weeks) produces superior WOMAC outcomes by optimizi…
PRP for hip OA — US-guided technique optimization and responder characteristics
Whether US-guided PRP hip injection (anterior vs. lateral approach) produces different platelet dispersion and clinical …
Lumbar medial branch RFA lesion size optimization — active tip length vs. temperature vs. duration
Whether a longer active tip (20mm vs. 10mm) at the same temperature (80°C) and same duration (90s) produces a larger, mo…
Optimal repeat RFA interval after initial successful treatment — nerve regeneration timeline hypothesis
Whether repeating RFA at 6 months (standard practice) vs. 9 months vs. 12 months after first successful procedure produc…
Diagnostic medial branch block response threshold for RFA selection — 50% vs. 70% vs. 80% cutoff
Whether a stricter diagnostic block threshold (70% NRS reduction vs. standard 50%) improves RFA success rate — the thres…
Cooled RFA vs. conventional RFA for sacroiliac joint pain — Canadian outpatient comparison
Whether cooled RFA (which creates a larger, more spherical lesion) produces meaningfully superior NRS and PGIC outcomes …
AI-assisted chronic pain triage tool for family physicians — reducing inappropriate specialist referrals
Whether an AI triage tool (trained on chronic pain presentation features) can correctly classify GP chronic pain referra…
Shared care protocol: GP monitoring of KIT patients between infusion sessions
Whether a structured GP-led monitoring protocol between KIT sessions (standardized phone assessment, depression screen, …
Structured GP-led opioid tapering protocol for chronic pain patients — 10% per 2 weeks vs. individualized
Whether an individualized tapering rate (based on daily MME, taper tolerance assessment, and cravings severity) produces…
Integrated depression + chronic pain screening tool for primary care — single instrument vs. dual screen
Whether a single integrated tool (combining PHQ-9 and painDETECT into a unified 12-item instrument) performs as well as …
Virtual care vs. in-person chronic pain follow-up in primary care — outcome equivalence and patient preference
Whether virtual (video) chronic pain follow-up in family practice produces equivalent NRS, medication adherence, and pat…
GP-anesthesiologist preoperative optimization protocol for high-risk elective surgery patients
Whether a structured GP-led preoperative optimization protocol (standardized chronic disease control targets, medication…
AI-assisted patient-specific anesthetic dosing — predicting induction agent requirement from preoperative parameters
Whether a machine learning model trained on preoperative parameters (age, BMI, lean body mass, hemoglobin, current medic…
AI-based difficult airway prediction from preoperative photo — computer vision approach
Whether a computer vision model trained on smartphone face photos (frontal + lateral) can predict difficult laryngoscopy…
Preoperative prediction of postoperative pain severity — ML model for opioid requirement forecasting
Whether a model using preoperative pain sensitivity parameters (cold pressor test result, pressure pain threshold, PCS c…
AI-powered OR/anesthesia staff scheduling optimization — constraint satisfaction with preference learning
Whether a constraint-satisfaction AI model that learns staff preferences (preferred shift times, preferred case types, f…
AI-powered SR&ED application assistant for physicians and founders — automated eligibility screening and T661 drafting
Whether an AI system trained on SR&ED eligibility criteria, TCC jurisprudence, and sector-specific project archetypes ca…
Digital pain-GP integration platform — structured bidirectional communication between pain specialist and family physician
Whether a structured digital communication platform (standardized procedure notes, patient outcome tracking shared with …
TIVA propofol-remifentanil titration model for ambulatory surgery — emergence timing prediction
Whether a pharmacokinetic-pharmacodynamic (PKPD) model combining lean body mass, age, and baseline BIS calibration can p…
Video laryngoscopy biometric parameters for difficult airway prediction — glottic angle and vocal cord visualization score
Whether intraoperative video laryngoscopy measurements (glottic angle, percentage of glottic opening visible) predict ex…
US-guided suprascapular nerve block for chronic shoulder pain — duration comparison with different local anesthetics
Whether liposomal bupivacaine (Exparel) produces meaningfully longer suprascapular block duration (>5 days vs. standard …
Perioperative music therapy protocol — analgesia and anxiolysis effect on intraoperative opioid requirements
Whether a structured perioperative music protocol (patient-selected genres, 30min pre-induction, intraoperative, recover…
KIT as bridge therapy before spinal cord stimulation — does it improve SCS outcomes?
Whether a KIT series (3–6 infusions) immediately before SCS trial produces higher SCS trial success rates by reducing ce…
Botulinum toxin A injection protocol for refractory myofascial pain — dose, dilution, and site selection optimization
Whether higher dilution BoNT-A (50U/mL vs. 100U/mL) spreads more effectively through myofascial trigger points and produ…
PRP vs. corticosteroid for trigger point injection — durability comparison in chronic myofascial pain
Whether PRP trigger point injection produces longer pain relief (>3 months) than corticosteroid (typically 4–6 weeks) in…
Interlaminar vs. transforaminal epidural steroid injection — target-specific outcome optimization for disc herniation vs. stenosis
Whether transforaminal ESI (more targeted, higher radiation) produces meaningfully better NRS outcomes than interlaminar…
Dexamethasone vs. triamcinolone in epidural steroid injections — duration of relief comparison
Whether dexamethasone (particulate-free, lower embolism risk) produces equivalent or longer pain relief compared to tria…
Pain Catastrophizing Scale as KIT response predictor — psychological pre-screening utility
Whether high PCS scores (>30) predict better or worse KIT response — the mechanism predicts high catastrophizers may ben…
Perioperative IV lidocaine infusion rate optimization for multimodal analgesia — timing and dose-response
Whether starting IV lidocaine 30 minutes before induction (vs. at induction) produces measurably lower intraoperative op…
Single-dose intraoperative dexamethasone dose optimization for postoperative pain and PONV
Whether 4mg vs. 8mg vs. 12mg intraoperative dexamethasone produces a dose-response relationship for both PONV reduction …
AI-assisted real-time nerve identification in ultrasound-guided regional anesthesia
Whether a trained neural network can identify target nerves (e.g. femoral, brachial plexus, sciatic) in real-time US ima…
Inflammatory biomarker panel for chronic pain phenotyping — IL-6, TNF-alpha, BDNF as treatment predictors
Whether a 3-biomarker panel (IL-6, TNF-alpha, BDNF) at baseline differentiates central sensitization from peripheral noc…
Quadratus lumborum block for postoperative chronic pain prevention — can perioperative block reduce persistent post-surgical pain?
Whether QL block (performed intraoperatively) reduces the incidence of persistent post-surgical pain (PPSP) at 3mo and 6…
AI-assisted polypharmacy deprescribing tool for elderly patients in family practice
Whether an AI tool that cross-references patient medication lists against Beers Criteria, STOPP/START, and drug interact…
Stepped-care mental health protocol in family practice — reducing psychiatry referral wait through structured GP-led CBT
Whether a structured GP-led brief CBT protocol (4×30min sessions, manualized) for mild-moderate depression/anxiety produ…
Continuous glucose monitoring (CGM) implementation protocol in family practice — outcomes in non-insulin-treated Type 2 DM
Whether structured CGM use (FreeStyle Libre 2, 2-week intervals, GP-reviewed data) produces superior HbA1c reduction com…
AI-prioritized preventive care reminder system — reducing screening gaps in family practice population
Whether an AI that prioritizes preventive care alerts by individual patient risk score (vs. generic age/sex based remind…
Structured postnatal depression screening and intervention protocol in family practice
Whether a structured GP protocol (EPDS at 2wk, 6wk, 3mo postpartum + pathway for positive screens: brief counselling, me…
Culturally adapted preventive care protocol for recent immigrant patients in Toronto family practice
Whether a culturally adapted preventive care approach (language-concordant patient education materials, culturally appro…
Remote blood pressure monitoring protocol for hypertension management in primary care — home vs. clinic targets
Whether a structured home BP monitoring protocol (validated device, standardized technique, 2wk readings uploaded to pat…
Group-based chronic disease self-management program in family practice — diabetes + hypertension + depression combined cohort
Whether a combined chronic disease self-management group (4-session, 90min each, co-morbid patients: DM + HTN + depressi…
Frailty screening protocol for elderly patients in family practice — FRAIL scale vs. Clinical Frailty Scale comparison
Whether the 5-item FRAIL scale (self-administered, <2min) identifies frail patients equivalently to the Clinical Frailty…
Brief GP-delivered anxiety intervention for children 8–14 — SCARED score reduction vs. pediatric psychiatry waitlist
Whether a 3-session GP-delivered anxiety psychoeducation + exposure hierarchy protocol reduces SCARED scores by >30% at …
Digital migraine trigger tracking app for primary care — ML-based personalized trigger identification
Whether a mobile app that logs daily migraine attacks with potential triggers (sleep, diet, weather, stress, hormonal cy…
Wearable-based OSA pre-screening in family practice — can consumer devices replace formal polysomnography referral?
Whether consumer wearable oximetry data (overnight SpO2 patterns from Apple Watch or Fitbit) identifies OSA candidates (…
Pain specialist-to-GP telephone hotline — rapid consultation model reducing unnecessary referrals
Whether a structured telephone consultation service (pain specialist available 2hr/week for GP calls, standardized triag…
Structured medication reconciliation protocol between pain clinic and family physician — reducing polypharmacy and drug interactions
Whether a shared medication reconciliation checklist (completed at every pain clinic and GP visit, shared via patient-he…
GP-anesthesiologist co-designed preoperative assessment tool — reducing day-of-surgery cancellations
Whether a structured GP-administered preoperative questionnaire (co-designed with an anesthesiologist, 15 items, complet…
Joint opioid stewardship program — pain specialist + GP co-management of complex chronic pain opioid prescriptions
Whether a formal co-management agreement (pain specialist manages dose adjustments, GP manages fills and monitoring, sha…
KIT + GP-delivered psychotherapy bridge for treatment-resistant depression — integrated care model
Whether KIT (managed by Rahimi) combined with GP-delivered structured brief CBT sessions (managed by Farnoosh) produces …
Shared patient record API between pain clinic and GP EMR — real-time medication and outcome data synchronization
Whether an API-based integration between Epione Pain Center
Functional restoration program co-delivered by pain specialist and family physician — chronic pain + deconditioning
Whether a 12-session functional restoration program (exercise + pain education + pacing strategy) co-facilitated by a pa…
Row-level security multi-tenant data isolation in PostgreSQL — performance vs. correctness at scale
Whether row-level security (RLS) policies in PostgreSQL maintain <5ms query overhead at 10k+ tenant scale without requir…
ML transaction categorization accuracy for Canadian bank statement OCR — confidence thresholding for financial software
Whether a confidence-threshold approach (auto-accept predictions >90% confidence, human-review <90%) in a transaction ca…
Fuzzy deduplication confidence scoring for financial transaction pre-insert pipeline — false-positive minimization
Whether a multi-signal fuzzy deduplication algorithm (amount + date ± 3 days + merchant name token overlap + account pai…
IMAP multi-account inbox state coherence under concurrent IDLE connections — conflict resolution protocol
Whether maintaining inbox state coherence across 10+ simultaneous IMAP IDLE connections (different accounts, same client…
Multi-pool Canadian corporate tax interaction engine — CDA/GRIP/RDTOH/TOSI/AMT simultaneous computation
Whether the interaction effects between CDA, GRIP, RDTOH, TOSI, and AMT computations can be resolved in a deterministic …
Sparkle Ed25519 appcast signature verification — resistance to DNS spoofing and MITM in macOS app self-update
Whether the Sparkle 2.x Ed25519 signature verification protocol provides adequate protection against a local network MIT…
Multi-source app version aggregation — resolving versioning convention conflicts across 12 update channels
Whether a unified version comparison algorithm can correctly normalize version strings from 12 disparate update sources …
macOS TCC privacy permission self-inspection without triggering user consent dialog — novel detection approach
Whether a macOS app can determine its own TCC-granted permissions without triggering a user consent dialog by inspecting…
Local LLM de-identification of Canadian clinical text — accuracy on 18 PHI categories without cloud transmission
Whether a locally-running quantized LLM (Llama 3 8B Q4) can correctly de-identify all 18 PHI categories from Canadian cl…
Stripe webhook idempotency under concurrent execution — database-level deduplication without distributed locks
Whether a PostgreSQL-based idempotency key mechanism (unique constraint + upsert) correctly prevents double-processing o…
Anthropic prompt cache hit-rate optimization — stable prefix ordering strategy for multi-tenant LLM apps
Whether placing system prompt content in a specific ordering (most stable → least stable, with cache_control blocks at s…
PyInstaller macOS notarization — reproducible build pipeline for Apple Silicon + Intel universal binary
Whether a PyInstaller-built universal binary (x86_64 + arm64) can pass Apple notarization without manual binary patching…
Canadian GST/HST/PST/QST multi-jurisdiction tax calculation engine — place-of-supply determination at scale
Whether a rule-based place-of-supply determination engine for all 13 Canadian provinces/territories (with different tax …
Bank statement PDF OCR pipeline — handling scanned images, digital PDFs, and password-protected files
Whether a single unified OCR pipeline (Tesseract for scanned + pdfminer for digital + proprietary decryption for passwor…
BigQuery partitioned table design for financial time-series queries — partition pruning optimization for rolling window aggregations
Whether DATE-partitioned BigQuery tables with CLUSTER BY account_id achieve <2-second p95 latency for 90-day rolling win…
Estate freeze RDTOH/CDA/GRIP impact calculator — preferred share valuation and dividend waterfall optimization
Whether an estate freeze implemented in Year 1 (at low value) produces a materially different tax outcome over a 20-year…
ML cash flow forecasting for Canadian small businesses — seasonality + recurring vs. irregular transaction separation
Whether an ML model that separately forecasts recurring (payroll, rent, subscriptions) vs. irregular (client payments, s…
Bacteriophage library screening for carbapenem-resistant Klebsiella pneumoniae — patient-specific phage cocktail selection algorithm
Whether an automated phage-bacteria interaction screening algorithm (measuring lytic activity across a phage library aga…
CRISPR guide RNA off-target prediction — improving specificity for Canadian crop gene editing applications
Whether a ML model trained on Cas9 off-target cut sites specific to Canadian crop genomes (canola, wheat, barley) achiev…
Gut microbiome modulation for depression — prebiotic + probiotic combination effect on PHQ-9 in primary care patients
Whether a standardized 12-week prebiotic + probiotic combination (targeting Lactobacillus reuteri and Akkermansia mucini…
Continuous wearable biomarker monitoring for chronic pain flare prediction — HRV + skin conductance + accelerometry ML model
Whether a multimodal wearable sensor array (HRV from PPG, skin conductance, 3-axis accelerometry) can predict a pain fla…
CNC machine predictive maintenance — vibration signature ML model for tool wear detection before tolerance failure
Whether a vibration frequency analysis model (FFT of accelerometer data during cutting) can detect tool wear >20% before…
Computer vision surface defect detection — few-shot learning for new product variants without retraining
Whether a few-shot learning approach (Siamese network, 5 reference images per defect class) correctly classifies surface…
ML-based supply chain disruption prediction — early warning from public signals (news, shipping data, port congestion)
Whether a model combining news sentiment analysis, AIS shipping data, port congestion indices, and supplier geographic c…
ML-based building HVAC optimization for Canadian climate — minimizing energy use without comfort sacrifice
Whether a reinforcement learning agent trained on a specific building
EV fleet charging schedule optimization under time-of-use pricing — minimizing peak demand charges for Canadian commercial fleets
Whether a mixed-integer programming scheduler that accounts for Ontario
ML-guided precision irrigation for Canadian prairie crops — soil moisture prediction from remote sensing
Whether Sentinel-2 multispectral imagery (free, 10m resolution, 5-day revisit) can predict field-specific soil moisture …
Adaptive learning algorithm for knowledge gap identification — Bayesian knowledge tracing for professional certification training
Whether Bayesian Knowledge Tracing (BKT) with individualized learning rate parameters outperforms standard item response…
LLM-generated phishing email detection — distinguishing AI-written from human-written phishing at scale
Whether a classifier trained on features specific to LLM-generated text (burstiness, semantic coherence, perplexity dist…
API behavioral baseline for zero-trust anomaly detection — distinguishing compromised service accounts from legitimate automation
Whether an unsupervised ML model (isolation forest + UMAP) can establish per-service-account API call behavioral baselin…
Mass timber connection fatigue life modelling for mid-rise Canadian construction — seismic loading protocol
Whether standard wood connection fatigue models (developed for low-seismic regions) correctly predict mass timber joint …
Imperceptible AI content watermarking — robust to paraphrasing, translation, and compression
Whether a semantic watermarking approach (embedding statistical patterns in word/token choice during LLM generation) sur…
Federated learning for multi-hospital ML model training without sharing patient data — PHIPA-compliant model aggregation
Whether federated learning (FL) with differential privacy (DP) produces a clinical ML model of equivalent accuracy to ce…
Voice biomarker analysis for depression screening — acoustic features extracted from regular phone calls
Whether prosodic and acoustic features (speaking rate, pitch variability, pause duration, formant frequencies) extracted…
Sub-anesthetic ketamine for pediatric/adolescent CRPS — dosing and monitoring protocol development
Whether the standard adult KIT dosing schema (0.5 mg/kg/40 min) requires systematic age- and weight-adjusted modificatio…
Sub-anesthetic ketamine as adjunct to MOUD for co-occurring chronic pain and OUD — craving and pain outcomes
Whether sub-anesthetic ketamine (0.5 mg/kg IV) added to stable methadone or buprenorphine therapy in patients with concu…
Perioperative sub-anesthetic ketamine infusion timing — pre- vs. intra- vs. post-operative window for opioid-sparing
Whether the optimal timing for sub-anesthetic ketamine infusion (0.1–0.3 mg/kg/hr) in elective surgery patients with pre…
Sub-anesthetic ketamine for post-stroke central pain syndrome — NMDA receptor modulation hypothesis
Whether sub-anesthetic ketamine (0.35–0.5 mg/kg IV) produces clinically meaningful analgesia in post-stroke central pain…
Ketamine infusion for phantom limb pain — dose-frequency optimization and mirror therapy synergy
Whether combining sub-anesthetic ketamine infusion (0.5 mg/kg IV) with mirror therapy in the 2-hour post-infusion window…
Sub-anesthetic ketamine for chronic pain in traumatic brain injury — safety and analgesic efficacy profile
Whether sub-anesthetic ketamine is safe (ICP-neutral, no psychiatric decompensation) and effective (NRS reduction ≥30%) …
Ketamine infusion for refractory cancer-related pain — opioid rotation vs. KIT adjunct protocol optimization
Whether KIT as adjunct to ongoing opioid therapy in refractory cancer pain (NRS ≥7 despite oral MME >120mg/day) reduces …
Sub-anesthetic ketamine for refractory chronic cluster headache — infusion frequency and attack-break protocol
Whether sub-anesthetic ketamine (0.5 mg/kg over 40 min) administered during a cluster period can break attack cycling in…
WALANT hand surgery — lidocaine concentration and epinephrine dilution ratio for optimal tourniquet-free analgesia
Whether the optimal lidocaine:epinephrine ratio for WALANT (Wide Awake Local Anesthesia No Tourniquet) procedures on han…
Serratus anterior plane block for refractory chronic chest wall pain — spread pattern and duration optimization
Whether ultrasound-guided serratus anterior plane block (SAPB) with 20mL of 0.25% bupivacaine + dexamethasone 4mg produc…
Continuous adductor canal block vs. single-shot for chronic knee OA pain — infusion duration and quadriceps preservation
Whether a continuous adductor canal block (ACB) infusion (0.1% ropivacaine at 5mL/hr × 72h) provides superior and longer…
TAP block variant selection for chronic abdominal wall pain — subcostal vs. lateral vs. posterior approach outcome comparison
Whether the optimal TAP block variant (subcostal, lateral, or posterior approach) for chronic abdominal wall pain differ…
Erector spinae plane vs. intercostal nerve block for chronic rib pain — spread efficacy and procedure-related risk comparison
Whether erector spinae plane block (ESPB, 20mL 0.25% bupivacaine at T5–T8) produces equivalent or superior analgesia to …
Lumbar sympathetic block for lower-limb CRPS — phenol concentration and volume for sustained sympatholysis
Whether lumbar sympathetic block (LSB) using phenol 6% (3mL) vs. phenol 7% (2mL) vs. bupivacaine 0.5% (10mL) achieves eq…
Infraclavicular brachial plexus block for chronic upper-limb pain — single-shot vs. pulsed radiofrequency adjunct outcomes
Whether adding pulsed radiofrequency (PRF, 42°C, 2×120s) to the lateral cord of the brachial plexus at the time of infra…
Single-shot vs. continuous popliteal sciatic nerve block for chronic foot/ankle neuropathic pain — analgesic trajectory
Whether continuous popliteal sciatic nerve block (0.1% ropivacaine at 5mL/hr × 48h) produces a longer-lasting analgesic …
PRP concentration optimization for lateral epicondylitis — platelet count vs. growth factor release and tendon healing
Whether high-concentration PRP (≥5× baseline platelet count, ~1.5 million/μL) produces superior tendon healing outcomes …
PRP injection for ankle osteoarthritis — efficacy and optimal injection site (intra-articular vs. periarticular)
Whether intra-articular PRP injection for ankle OA (tibiotalar joint, 2mL) produces superior NRS and AOFAS score outcome…
Hyaluronic acid injection for adhesive capsulitis — timing within disease stage and volume optimization
Whether high-molecular-weight HA (5.5–6mL intra-articular + subacromial) produces meaningful ROM improvement in adhesive…
Lumbar facet joint injection — triamcinolone vs. betamethasone for duration of pain relief and diagnostic accuracy
Whether triamcinolone acetonide (40mg/mL, 1mL) vs. betamethasone sodium phosphate (6mg/mL, 1mL) in lumbar facet joint in…
Piriformis injection — ultrasound-guided vs. fluoroscopy-guided technique accuracy for sciatica-variant pain
Whether ultrasound-guided piriformis injection (bupivacaine 0.5% 5mL + triamcinolone 40mg) achieves equivalent confirmed…
Pudendal nerve block for pelvic CRPS — transvaginal vs. transperineal approach efficacy and safety
Whether ultrasound-guided transvaginal pudendal nerve block (bupivacaine 0.25% 5mL bilateral at ischial spine) produces …
SI joint PRP vs. corticosteroid injection — duration of pain relief and functional restoration comparison
Whether intra-articular SI joint PRP (3mL, platelet count ≥1M/μL) produces analgesic duration superior to triamcinolone …
Tarsal tunnel injection — ultrasound-guided vs. landmark-based approach accuracy and clinical outcome in tarsal tunnel syndrome
Whether ultrasound-guided injection of the tarsal tunnel (bupivacaine 0.5% 3mL + methylprednisolone 40mg) achieves super…
Cervical medial branch RFA — lesion temperature and duration optimization for C3–C6 pain relief duration
Whether cervical medial branch RFA at 80°C × 90s produces superior duration of pain relief (NRS at 6 months) vs. the sta…
Conventional vs. cooled RFA for knee genicular nerves — lesion size, anatomical accuracy, and 12-month outcomes
Whether cooled RFA (60°C, 150s, 4mm active tip) produces superior 12-month NRS outcomes vs. conventional RFA (80°C, 90s,…
Cryoablation vs. conventional RFA for chronic intercostal neuralgia — Wallerian degeneration rate and pain-free interval
Whether percutaneous cryoablation (−70°C, 2×120s freeze-thaw cycles) of the intercostal nerve produces a longer pain-fre…
Pulsed vs. conventional RFA for lumbar medial branch — neuroplastic vs. ablative mechanism and 6-month NRS outcomes
Whether pulsed RFA (42°C, 2×120s, 45V) produces equivalent NRS reduction at 6 months vs. conventional thermal RFA (80°C,…
ERAS protocol modification for elderly frail patients — identifying components that reduce postoperative delirium
Whether standard ERAS components (preoperative carbohydrate loading, goal-directed fluid therapy, multimodal analgesia w…
Thoracic epidural vs. paravertebral block for thoracic surgery — hemodynamic stability and analgesic equivalence in high-risk patients
Whether continuous paravertebral block (0.25% bupivacaine 5mL/hr via thoracic catheter) is hemodynamically non-inferior …
Dexmedetomidine vs. propofol for MAC sedation in interventional pain procedures — patient cooperation and respiratory stability
Whether dexmedetomidine (0.5–1 mcg/kg/hr) for monitored anesthesia care (MAC) during prolonged interventional pain proce…
Subarachnoid ketamine as adjunct to spinal anesthesia for ambulatory surgery — dose-response and discharge time optimization
Whether the addition of preservative-free S-ketamine 5mg to standard spinal anesthesia (hyperbaric bupivacaine 10mg + fe…
Remimazolam for procedural sedation in interventional pain clinic — onset, recovery, and patient acceptance vs. midazolam
Whether remimazolam (0.1 mg/kg IV bolus + 1 mg/kg/hr infusion) for procedural sedation in outpatient interventional pain…
Sugammadex dosing timing relative to final rocuronium dose — residual NMB rate at specific time-dose windows
Whether administering sugammadex at TOF ratio <0.2 (deep block reversal protocol, 4 mg/kg) vs. TOF ratio 0.2–0.9 (modera…
Real-time NRS prediction from wearable physiological signals during interventional pain procedures
Whether a machine learning model trained on synchronously acquired wearable signals (skin conductance, photoplethysmogra…
AI-assisted prediction of peripheral nerve block failure from pre-procedure ultrasound features
Whether a convolutional neural network trained on pre-procedure ultrasound still-images of the target nerve (sciatic, fe…
Closed-loop IV ketamine infusion titration algorithm — CADSS-guided automated rate adjustment
Whether a closed-loop algorithm that adjusts IV ketamine infusion rate in real-time based on continuous CADSS subscale s…
Machine learning PONV risk prediction model — beyond Apfel score for interventional pain population
Whether a machine learning model trained on clinical, pharmacological, and procedural features predicts PONV (postoperat…
NLP extraction of structured pain outcomes from unstructured anesthesia narrative records — precision and recall optimization
Whether a fine-tuned NLP model (BERT-based) can extract structured data fields (block type, local anesthetic agent, supp…
Explainable AI audit of opioid prescription patterns — detecting outlier prescribing via SHAP-interpreted random forest
Whether a SHAP-interpreted random forest model trained on pain clinic prescribing records can identify opioid prescripti…
Computer-assisted regional nerve block training simulator — haptic feedback algorithm development for needle trajectory
Whether a simulated ultrasound-guided nerve block training system using computer vision (YOLOv8 needle tracking) and hap…
Federated learning model for chronic pain outcome prediction across multi-clinic registry without data sharing
Whether a federated learning architecture can train a chronic pain outcome prediction model (NRS at 6 months from baseli…
Low-level laser therapy for peripheral neuropathic pain — wavelength, dose, and frequency optimization
Whether low-level laser therapy (LLLT) at 810nm (near-infrared) produces superior NRS reduction vs. 650nm (red) for peri…
Scrambler therapy vs. TENS for refractory neuropathic pain — NRS, QST, and patient preference comparison
Whether scrambler therapy (Calmare device, 10-session protocol, non-pain signal remapping) produces superior NRS reducti…
Acupuncture as adjunct to KIT for chronic pain — opioid-sparing and analgesia duration extension hypothesis
Whether a structured auricular acupuncture protocol (5-point battlefield protocol, administered 30 min before KIT) modul…
Hyperbaric oxygen therapy for CRPS — treatment frequency protocol and vasoregulatory mechanism investigation
Whether hyperbaric oxygen (HBO) at 2.0 ATA × 60 min administered 5× per week for 4 weeks produces clinically meaningful …
Intranasal sub-anesthetic ketamine for breakthrough chronic pain — bioavailability, dose-response, and patient self-administration safety
Whether intranasal ketamine (1 mg/kg atomized via MAD device) achieves sufficient plasma concentration for breakthrough …
Tapentadol vs. oxycodone CR for mixed nociceptive-neuropathic chronic pain — NRS and NORAD reuptake mechanism contribution
Whether tapentadol
Intramuscular methylcobalamin injection for lumbar radiculopathy — neuro-regenerative dose and frequency investigation
Whether intramuscular methylcobalamin (1500 mcg IM 3× per week for 6 weeks) produces clinically meaningful NRS reduction…
PRP activation method comparison — CaCl2 vs. thrombin vs. autologous thrombin for growth factor release kinetics
Whether PRP activated with calcium chloride (CaCl2 10%, 1:10 ratio) produces equivalent or superior peak growth factor r…
Perimenopause symptom burden triage algorithm in Toronto primary care — MHT initiation threshold calibration for immigrant-majority population
Whether a structured perimenopause symptom-burden scoring tool (Greene Climacteric Scale + sleep disturbance + cognitive…
Digital DRSP via SMS for PMDD diagnosis in Toronto GP — prospective charting vs. clinical recall sensitivity comparison
Whether a digital prospective Daily Record of Severity of Problems (DRSP) protocol delivered by SMS over 2 menstrual cyc…
GP-structured endometriosis pathway — time-to-diagnosis reduction and interim hormonal analgesic optimization without laparoscopy gatekeeping
Whether a structured GP-led endometriosis care pathway (standardized pelvic pain questionnaire, early transvaginal ultra…
First-trimester ML prediction of gestational diabetes in Toronto multi-ethnic GP cohort — ethnicity-specific AUC calibration
Whether a gradient boosting model trained on first-trimester GP visit features (pre-pregnancy BMI, fasting glucose, HbA1…
First-trimester preeclampsia risk stratification in Toronto GP — FMF algorithm feasibility and aspirin threshold optimization for South Asian patients
Whether GP-administered FMF combined first-trimester preeclampsia screening (MAP + uterine artery PI + PAPP-A + PlGF) ac…
HPV self-test uptake in underscreened Toronto immigrant women — cultural concordance in digital navigation tool vs. language access alone
Whether a multilingual digital navigation tool (video in Farsi, Arabic, Tagalog, Tamil) delivered via patient portal bef…
Dual-sensor COPD exacerbation prediction in Toronto primary care — home spirometry + wearable step-count algorithm calibration
Whether daily home FEV1 (Smart PEF or equivalent) combined with Fitbit step-count decline ≥30% from 7-day rolling baseli…
GP-led HFpEF telehealth monitoring — 2kg/48h weight-gain alert threshold sensitivity and alert fatigue analysis in solo practice
Whether daily connected-scale weight monitoring with a ≥2kg/48h alert triggering GP telephone assessment produces clinic…
KFRE recalibration for South Asian and Middle Eastern CKD patients in Toronto primary care — eGFR decline trajectory divergence
Whether the KFRE 2-year kidney failure risk score systematically underestimates CKD progression in South Asian patients …
Opportunistic osteoporosis screening via EMR FRAX flag at any GP visit — yield increase in acute-visit-only attenders
Whether an EMR-embedded FRAX eligibility flag (women ≥65, or younger with risk factors) activated at any GP visit type i…
Opportunistic single-lead ECG AFib detection in Toronto elderly GP practice — yield and false-positive rate in bundle branch block subgroup
Whether single-lead ECG (KardiaMobile) at GP visits for patients ≥65 with ≥1 AFib risk factor detects undiagnosed AFib a…
EMR-embedded visit agenda tool for multimorbidity patients in solo GP — chronic disease target attainment and 15-minute visit feasibility
Whether an EMR-integrated priority checklist (auto-generated from active problem list at visit start) for patients with …
Semaglutide vs. tirzepatide GI tolerability in Toronto GP obesity cohort — ethnicity-stratified discontinuation and dose-titration failure analysis
Whether GI adverse event rates (nausea, vomiting, discontinuation) during semaglutide 2.4mg vs. tirzepatide 15mg dose ti…
GP-led CGM-AGP titration for stable T1DM without endocrinology — TIR endpoint and hypoglycemia safety in Ontario wait-time context
Whether a structured GP-led CGM titration protocol (Libre AGP report reviewed monthly at virtual visits, with defined ba…
ASRS-v1.1 performance and GP-initiated stimulant protocol for ADHD in Toronto immigrant women — cultural suppression of self-report
Whether the ASRS-v1.1 Part A sensitivity (published 68.7%) is systematically lower in immigrant women from South Asian a…
Digital CBT-I for insomnia in Toronto GP — concurrent hypnotic use as predictor of adherence failure and deprescribing sequencing
Whether concurrent benzodiazepine or z-drug use predicts digital CBT-I program dropout (completion <4 of 6 modules) or a…
GP-delivered 20-minute perinatal anxiety brief intervention — CBT worry-postponement feasibility and GAD-7 reduction in Toronto primary care
Whether a 4-session GP-delivered brief CBT intervention (worry postponement + stimulus control + behavioural activation,…
PCL-5 subscale-guided pharmacotherapy for GP-managed veteran PTSD — prazosin for nightmare cluster and SSRI for hyperarousal
Whether a GP-led PTSD pharmacotherapy protocol guided by PCL-5 item-cluster scoring (Criterion B: nightmare/intrusion cl…
PHQ-A vs. RCADS-25 for adolescent depression in Toronto GP — somatic supplement item performance in South Asian youth
Whether the PHQ-A or RCADS-25 performs with superior sensitivity for MDD in South Asian adolescents (ages 13–17) at Dr. …
UCLA-3 loneliness screening and social prescription at GP wellness visit — immigration recency as moderator of community connector effectiveness
Whether a social prescription protocol following UCLA-3 screening at annual wellness visits (referral to community conne…
Language-matched cancer screening recall in Toronto GP — incremental yield of Farsi/Arabic/Tagalog outreach above English-only letters
Whether language-matched outreach letters (Farsi, Arabic, Tagalog) for mammography, colorectal, and cervical cancer scre…
E-cigarette cessation in Toronto GP — NRT vs. varenicline vs. brief advice for nicotine-free vapers aged 18–35
Whether varenicline (1mg BID) or combination NRT (patch + lozenge) produces higher 90-day continuous abstinence from vap…
Paired family wearable + culturally adapted dietary guidance for childhood obesity in Toronto GP — BMI-z-score and immigrant food-preparer stratification
Whether paired Fitbit Ace devices (child + primary food-preparing parent) with shared activity dashboard reviewed at mon…
GP-employer partnership for OHIP wellness visit uptake — invitation format comparison in Toronto immigrant manufacturing workforce
Whether an employer-delivered wellness visit invitation (printed letter from employer) increases annual wellness visit b…
PRAPARE SDOH screening + FINDHELP.ca referral format — digital vs. printed vs. SMS referral uptake in low-digital-literacy Toronto GP population
Whether the PRAPARE tool integrated into annual wellness visits at Dr. Soltani
GP-initiated tri-component fall prevention for elderly — TUG + passive IR gait sensor + STOPP deprescribing combined protocol
Whether a GP-initiated tri-component fall prevention protocol (TUG at annual visit, Vayyar Care passive IR sensor for ho…
NLP symptom intake triage for same-day GP appointments — urgency classification accuracy vs. receptionist in Toronto solo practice
Whether an NLP-based symptom triage classifier (processing patient free-text or voice symptom description at booking) cl…
Automated abnormal lab follow-up system — notification format comparison and close-loop failure prediction by digital literacy in Toronto GP
Whether an EMR-integrated automated alert system for abnormal lab results (TSH, HbA1c, eGFR, lipids) with patient notifi…
Patient-generated wearable + CGM data integration in Toronto GP — clinical decision change rate and GP-specialist concordance
Whether a structured patient-generated health data (PGHD) integration protocol — where patients upload 30-day Fitbit + L…
Voice biomarker depression detection in Toronto GP telephone visits — cross-accent calibration for South Asian and Middle Eastern patients
Whether a commercial voice biomarker tool (prosody, tempo, vocal energy from 30-second sample) detects PHQ-9 ≥10 with se…
Shared acute-to-chronic pain prevention pathway — PCS threshold for GP fast-track to pain specialist within 6 weeks of acute injury
Whether a shared care pathway where Dr. Soltani flags acute musculoskeletal pain patients at the 6-week mark using Pain …
GP-managed KIT waitlist pharmacological bridge — pregabalin + duloxetine to prevent pain escalation and opioid initiation during 3–6 month wait
Whether a structured GP-led bridge protocol (pregabalin 75mg BID + duloxetine 30mg daily, titrated over 4 weeks by Dr. S…
Shared opioid monitoring dashboard between GP and pain specialist — co-prescribing detection rate and MME safety outcomes in Toronto
Whether a shared digital opioid monitoring dashboard (combining GP + pain clinic prescriptions + Ontario NMS data) acces…
Shared GP-pain specialist CRPS protocol — structured monthly touchpoint system and treatment gap quantification
Whether a structured shared care protocol for CRPS patients — where Dr. Soltani manages medications, psychological refer…
Project ECHO Pain telementoring in urban Toronto community primary care — referral appropriateness and GP confidence in 12-month pilot
Whether bi-weekly ECHO Pain telementoring sessions (Dr. Rahimi presenting cases with Dr. Soltani + 4–6 partner GPs) redu…
Shared GP-anesthesiologist preoperative T2DM optimization — HbA1c stratum-specific benefit of 6–8 week GP intervention
Whether a shared GP-anesthesiologist preoperative pathway for T2DM patients (Dr. Soltani managing HbA1c optimization 6–8…
GP CFS frailty scoring triggers TIVA vs. volatile anesthesia selection — delirium rate and CFS-vs-age prediction comparison
Whether a shared protocol where Dr. Soltani
GP MoCA at 6 weeks post-surgery for POCD detection — sensitivity vs. hospital discharge screen and early intervention impact
Whether GP-administered MoCA at 6 weeks post-surgery detects postoperative cognitive dysfunction (≥2-point decline from …
Shared GP-anesthesiologist prehabilitation for high-risk surgery — tri-component protocol and 30-day MACE reduction without academic team
Whether a 4-week shared prehabilitation protocol (Dr. Soltani prescribing protein supplementation 1.2g/kg/day + aerobic …
GP structured 2-week post-surgical pain visit — opioid persistence prevention stratified by opioid-naive vs. tolerant status
Whether a structured GP postoperative pain follow-up at 2 weeks (NRS + DIRE scale + opioid review, triggered by Dr. Rahi…
Pain diary app clinical validation across GP and pain clinic — NRS and PROMIS correlation, adherence predictors in Toronto population
Whether a daily pain diary app (Manage My Pain Pro or equivalent) producing weekly NRS average, sleep quality, activity,…
FHIR-based GP-pain clinic shared care dashboard — communication lag, alert fatigue, and integration failure analysis in Ontario community setting
Whether a FHIR HL7-based shared dashboard integrating Dr. Rahimi
AI medication reconciliation between GP and pain clinic — discrepancy detection rate, type classification, and resolution time analysis
Whether an AI-assisted tool comparing Dr. Soltani
SMS post-procedural pain monitoring — response rate stratification by age, language, and procedure type in Toronto pain clinic population
Whether an automated SMS pain follow-up system (NRS queries at 24h, 48h, 72h, 1wk post-Epione procedure) with GP escalat…
ML triage tool for GP-to-pain-clinic referral — PRO feature model vs. specialist intake assessment concordance and wait-time optimization
Whether an XGBoost triage model trained on patient-reported outcomes at GP visits (NRS, BPI, DN4, PROMIS Pain Interferen…
Cross-practice chronic pain REDCap registry — consent rate, 12-month retention, and inter-site PROMIS reliability in Toronto GP-pain clinic dyad
Whether a shared REDCap chronic pain registry across Dr. Soltani
Community REB pathway for GP-pain clinic dyadic research — single-application feasibility and timeline vs. hospital-based REB
Whether a single community REB application (Veritas IRB, WIRB-Copernicus, or Mackenzie Health REB with community site ex…
GP-pain specialist co-authorship trial framework — role division, milestone timeline, and 18-month publication pipeline feasibility
Whether a structured co-authorship framework (Dr. Soltani: consent, baseline, follow-up; Dr. Rahimi: procedure, outcome …
Discrete choice experiment for chronic pain treatment preferences — GP vs. pain clinic population preference divergence and clinical alignment
Whether a DCE identifying patient preferences for chronic pain treatment attributes (efficacy, duration, route, side eff…
Economic evaluation of shared GP-pain specialist care vs. siloed care — OHIP-billing ICER and Ontario willingness-to-pay threshold analysis
Whether a within-trial economic evaluation of shared GP-pain specialist care (Dr. Soltani + Dr. Rahimi coordinated proto…
Multi-agent LLM deadlock detection in shared tool queue pipelines
Whether priority inversion in a multi-agent LLM pipeline sharing a bounded tool queue (e.g., web-search, code-interprete…
Prompt injection propagation across LLM agent handoffs with sandboxed tool outputs
Whether sandboxing tool outputs at agent handoff boundaries — specifically truncating retrieved text to 512-token chunks…
Vector store memory coherence in long-horizon LLM agents at 1000+ turn conversations
Whether cosine similarity threshold for memory retrieval from a Chroma or Pinecone vector store — specifically whether a…
Chain-of-thought self-critique loop reliability for Canadian legal domain hallucination
Whether chain-of-thought self-critique loops — where a Claude 3.5 Sonnet agent generates an answer, critiques it in a se…
Per-sub-agent token cost attribution in hierarchical Claude orchestration with shared context
Whether token counting per sub-agent in a hierarchical Claude orchestration (orchestrator → planner → executor → validat…
Hybrid sparse+dense retrieval threshold tuning for Canadian medical literature clinical Q&A
Whether BM25 weight α between 0.3 and 0.7 in a hybrid BM25+dense-embedding retrieval system (using OpenAI text-embedding…
Relevance re-ranking to reduce contradictory chunk contamination in Canadian tax regulation RAG
Whether applying a cross-encoder re-ranker (ms-marco-MiniLM-L-6-v2) before context assembly reduces the frequency of con…
RAG context vs. parametric knowledge conflict for hallucinated Canadian Supreme Court cases
Whether retrieved context from a verified Canadian case law corpus overrides parametric knowledge when Claude 3.5 Sonnet…
OpenAI text-embedding-3-small retrieval precision degradation over 24 months for Canadian legislation
Whether OpenAI text-embedding-3-small embeddings for Canadian legislation (Income Tax Act, Canada Business Corporations …
Multi-hop RAG correctness for Canadian immigration eligibility requiring non-first-pass documents
Whether iterative retrieval (retrieve → read → generate sub-query → retrieve again) for multi-step Canadian immigration …
DP-SGD gradient signal viability for 30-day readmission prediction on 2000-patient Ontario datasets
Whether DP-SGD with privacy budget ε=4, δ=1e-5 on a 2000-patient Ontario hospital discharge dataset produces gradient si…
BFV-scheme homomorphic encryption inference latency for PIPEDA-compliant Ontario credit scoring
Whether BFV-scheme fully homomorphic encryption inference on a logistic regression model trained on Ontario credit burea…
Secret sharing SMPC across 5 Ontario hospitals for ICU mortality prediction vs. centralized training
Whether additive secret sharing across 5 Ontario hospitals (SMPC using MP-SPDZ or PySyft framework) achieves equivalent …
ε=8 DP-SGD fine-tuning resistance to membership inference for Ontario physician notes distribution
Whether ε=8 DP-SGD fine-tuning of a clinical LLM (ClinicalBERT or BioMedLM) on Ontario physician progress notes prevents…
GAN-generated synthetic Ontario EMR fidelity within 3% AUC of real data under PHIPA safe harbour
Whether GAN-generated synthetic Ontario EMR records — using a CTGAN or TVAE model trained on Ontario-formatted discharge…
mBERT fine-tuning for ICD-10 coding on Quebec French-English mixed clinical notes
Whether mBERT fine-tuned on Quebec French medical notes achieves ICD-10 coding accuracy within 5% of English-only models…
Few-shot GPT-4 OHIP billing code extraction precision for rare codes from discharge summaries
Whether few-shot prompting of GPT-4o with 10 in-context examples per OHIP service code achieves >90% precision for rare …
Whisper large-v3 WER for spoken Cree syllabics in healthcare intake without Cree-language fine-tuning
Whether Whisper large-v3 achieves <30% word error rate for spoken Cree (East Cree, Moose Cree dialects) in healthcare in…
LLM summarization of Ontario Superior Court decisions preserving ratio decidendi completeness
Whether LLM summaries (Claude 3.5 Sonnet, 500-word limit) of Ontario Superior Court decisions preserve all ratio deciden…
Transformer classification of SEDAR material change reports vs. routine disclosure without manual features
Whether transformer models fine-tuned on SEDAR filings (using a FinBERT or SecBERT base) correctly classify material cha…
NeRF 3D reconstruction from 4-camera + 1 LiDAR under Canadian winter snowflake interference
Whether NeRF-based 3D reconstruction from a 4-camera + 1 LiDAR sensor suite achieves <5cm point error at 50m range when …
Sentinel-2 seasonal NDVI differencing for Canadian permafrost thermokarst detection without LiDAR
Whether Sentinel-2 10m RGB imagery with seasonal NDVI differencing (summer peak minus spring snowmelt) detects permafros…
Physics-informed image restoration for underwater pipeline crack detection at <0.5m visibility in BC coastal waters
Whether physics-informed image restoration — using known BC coastal water turbidity parameters (absorption coefficient a…
CNN trained on California wildfire thermal imagery generalization to Canadian boreal forest fire spread
Whether CNN fire spread prediction models trained on California wildfire thermal imagery (FLIR Airborne, Cal Fire aerial…
EfficientNet-B4 Sclerotinia stem rot detection in Canadian canola at farmer smartphone quality
Whether EfficientNet-B4 trained on PlantVillage dataset (controlled laboratory photography) detects Sclerotinia scleroti…
Temperature=0 LLM output consistency for Canadian drug interaction queries across GPT-4 model versions
Whether temperature=0 sampling produces semantically equivalent outputs for the same clinical drug interaction question …
Self-consistency sampling hallucination detection in SEDAR financial report summaries for numerical vs. entity errors
Whether self-consistency sampling with 5 independent LLM generations detects factual errors in SEDAR filing summaries at…
Character-level perturbation impact on medication NER performance for Ontario pharmacy records
Whether character-level text perturbations — specifically common Ontario pharmacy transcription patterns including: (a) …
RLHF model over-refusal rate for Canadian medical professional queries by domain specificity threshold
Whether RLHF-trained LLMs (GPT-4o, Claude 3.5 Sonnet) over-refuse Canadian medical professional queries — defined as ref…
LoRA fine-tuning on Canadian tax law preserving general reasoning within 5% degradation at <10k tokens
Whether LoRA fine-tuning (rank 16, α=32) of a Mistral-7B-Instruct base model on <10,000 tokens of Canadian Income Tax Ac…
In-line semantic similarity hallucination detection at <10ms latency without ground truth access
Whether semantic similarity scoring between LLM outputs and retrieved RAG context — computed in-line using a lightweight…
Chaos Monkey failure injection patterns for data consistency bugs surviving 100% unit+integration test coverage
Whether specific Chaos Monkey failure injection patterns — specifically: network partition lasting 500ms vs. leader elec…
Optimistic locking rollback correctness under concurrent writes with event log re-ordering
Whether optimistic locking rollback in a distributed PostgreSQL + Redis cache invalidation system correctly handles the …
Unsupervised clustering for billing-relevant anomaly detection in multi-tenant Canadian SaaS with <1000 tenants
Whether unsupervised clustering of per-tenant resource consumption time series — using DBSCAN or k-means on 30-day rolli…
10% trace sampling adequacy for P99 latency spike root cause in 200-service Canadian fintech microservices
Whether distributed trace sampling at 10% (OpenTelemetry probabilistic sampler) adequately represents the causal graph f…
Cloudflare Workers routing rule completeness for PIPEDA Canadian data residency across all request types
Whether Cloudflare Workers routing rules configured to enforce Canadian data residency (routing all requests to Toronto …
V8 isolate timing side-channel cross-tenant data leakage in Cloudflare Workers at high request concurrency
Whether V8 isolate-based tenant separation in Cloudflare Workers prevents cross-tenant data leakage via timing side-chan…
CRDT conflict resolution for concurrent edits to Canadian legal document templates — semantic conflict detection
Whether CRDT-based conflict resolution (Yjs or Automerge) for concurrent edits to Canadian legal document templates — sp…
GraphQL schema field deprecation safety for clients using deprecated fields at <5% frequency in 6-month logs
Whether automated schema migration tools for GraphQL APIs (Apollo Studio, Rover) correctly infer field usage patterns fr…
Eventual consistency convergence for Canadian CDN edge nodes with regulatory session token residency requirements
Whether eventual consistency protocols for Canadian CDN edge nodes (Cloudflare KV) achieve <100ms state convergence afte…
FINTRAC AML monitoring false positive rate at small Canadian VASP scale
Whether FINTRAC
OSC insider trading detection via trading relationship graph analysis in thinly-traded TSX junior mining securities
Whether network analysis of TSX trading relationships — specifically edge-weight thresholds in a co-trading graph constr…
Sequence-based churning detection for MFDA discretionary accounts — turnover ratio and time window calibration
Whether sequence-based pattern matching applied to trade histories in MFDA-registered dealer discretionary accounts corr…
Zero-knowledge proof reserve attestation for Canadian FINTRAC-registered stablecoin issuers without counterparty disclosure
Whether zero-knowledge proof systems — specifically zk-SNARK-based on-chain attestations of fiat reserve backing — provi…
Automated CDIC deposit insurance eligibility calculation for complex beneficial ownership structures
Whether automated eligibility determination correctly calculates CDIC coverage for family trust structures where multipl…
Rental payment history as predictive credit signal for Canadian thin-file applicants
Whether 12-month rental payment records sourced from major Canadian property management platforms (Yardi Voyager, AppFol…
Gig worker income volatility metrics from CRA T4A/T1 data for Canadian monoline mortgage underwriting
Whether time-series income volatility metrics computed from CRA T4A and T1 Notice of Assessment data — specifically coef…
Canadian utility payment regularity as 24-month credit delinquency predictor for new-to-Canada immigrants
Whether Hydro Ontario and Canadian natural gas utility payment regularity during the first 12 months after arrival — spe…
Canadian open banking cash flow patterns for SME 90-day loan default prediction
Whether 12-month cash flow patterns derived from Canadian SME business bank accounts accessed via Canada
Transaction graph centrality for Canadian credit union lending circle default prediction under PIPEDA
Whether transaction graph centrality metrics — specifically eigenvector centrality and clustering coefficient computed f…
Gradient boosted AVM accuracy for Ontario cottage country lakefront properties with fewer than 3 annual comparable transactions per FSA
Whether gradient boosted tree automated valuation models trained on MLS transaction data produce appraisal estimates wit…
Canadian HELOC draw pattern modelling for +200bps stress scenario based on 2022–2024 rate cycle data
Whether Canadian borrower HELOC draw patterns observed during the 2022–2024 rate cycle — specifically monthly utilizatio…
BC strata corporation special levy frequency prediction from depreciation reports within a 5-year horizon
Whether engineering condition reports filed by BC strata corporations under the Strata Property Act Section 94 correctly…
Canadian fixed-rate mortgage prepayment modelling under IRD penalty and annual lump-sum privilege provisions
Whether Cox proportional hazard models calibrated on US agency mortgage prepayment data correctly predict Canadian fixed…
Smart meter electricity consumption signature for vacant residential property detection in Toronto at <15% false positive rate
Whether daily electricity consumption below 1 kWh for more than 90 consecutive days correctly identifies vacant resident…
Automated ACB tracking for Canadian crypto wash-sale equivalent scenarios under ambiguous CRA guidance
Whether automated adjusted cost base tracking for Canadian cryptocurrency holders correctly handles scenarios where a di…
Commit-reveal MEV protection for Canadian retail DeFi participants on Ethereum L2 networks
Whether commit-reveal ordering schemes for decentralized exchange trades reduce sandwich attack losses to below 0.1% of …
Bounded model checking with Certora Prover for reentrancy vulnerability detection in DeFi yield aggregators missed by audit firms
Whether bounded model checking using Certora Prover detects reentrancy vulnerabilities in DeFi yield aggregator smart co…
IPFS content addressing and on-chain hash commitment for NFT provenance under Canadian provincial consumer protection legislation
Whether IPFS content addressing with on-chain SHA-256 hash commitments provides provenance assurance sufficient to satis…
Automated staking reward income recognition timing under CRA
Whether automated staking reward tracking achieves correct income recognition timing under CRA
FIRMS/VIIRS satellite hotspot trigger calibration for Canadian farm parametric wildfire insurance at <10% basis risk
Whether NASA FIRMS/VIIRS satellite hotspot detection data — specifically fire radiative power readings above a calibrate…
Smartphone telematics harsh-event detection calibration for Canadian winter driving conditions in UBI pricing
Whether smartphone telematics harsh-event detection algorithms — specifically accelerometer-based hard braking and sharp…
NLP extraction of liable third-party information from Canadian P&C claims notes for subrogation opportunity identification
Whether NLP extraction of liable third-party identifying information from Canadian P&C property and casualty claims adju…
Actuarially sound per-gig disability micro-insurance pricing for Canadian food delivery workers at <$2/gig premium
Whether actuarially sound pricing for per-activation disability insurance covering Canadian food delivery workers — spec…
Graph network density threshold for coordinated WCB fraud ring detection involving overlapping medical providers
Whether graph analysis of Canadian Workers Compensation Board claimant networks — specifically network density and share…
Risk-based KYC using transaction context for embedded banking in Canadian non-financial apps under FINTRAC
Whether risk-based KYC using transaction context as a risk signal — specifically distinguishing ride-share payment conte…
Canadian Open Banking API rate limiting impact on financial product recommendation quality for thin-file consumers
Whether adaptive rate limiting applied by Canadian Open Banking framework data holders — specifically per-consumer API c…
Simplified consent UI versus granular permissions for Canadian financial aggregation apps under PIPEDA understanding threshold
Whether a simplified consent UI presenting a single toggle for financial data sharing produces equivalent user comprehen…
Canadian Open Banking liability allocation for unauthorized transactions under phishing exploiting screen-scraping versus API access
Whether Canada
BaaS API response time variance under Canadian payroll peak load and downstream duplicate payment fraud rate
Whether API response time variance from Canadian Banking-as-a-Service providers under peak load conditions — specificall…
Hybrid CRYSTALS-Kyber + X25519 TLS downgrade attack surface during post-quantum migration at Canadian banks
Whether hybrid CRYSTALS-Kyber + X25519 key exchange as specified in IETF draft-ietf-tls-hybrid-design introduces exploit…
SBOM completeness for polyglot Go/Python/JavaScript Canadian fintech microservice codebases
Whether automated SBOM generation tools — specifically Syft and Trivy — miss more than 10% of transitive dependencies in…
Cache-timing side-channel cross-VM data leakage probability in AWS ca-central-1 under fintech workload co-location
Whether multi-tenant cloud hypervisor cache-timing side-channel attacks — specifically Prime+Probe cache set occupancy m…
Rename event velocity and VSS deletion combined trigger for ransomware detection at >99.5% sensitivity in Canadian enterprise Windows environments during month-end backup
Whether combining anomalous rename event velocity above 100 renames per minute with Volume Shadow Copy Service deletion …
OT/IT network segmentation versus full zero-trust architecture equivalence for Canadian municipal water facilities with <50 employees
Whether traditional network segmentation between OT and IT networks — specifically a data-diode-enforced unidirectional …
OAuth 2.0 token usage pattern analysis for 60-second credential stuffing detection at <0.1% false positive rate for Canadian financial API bulk users
Whether OAuth 2.0 bearer token usage pattern analysis — specifically per-token request rate, geographic IP entropy, user…
User behaviour analytics from access log metadata alone for data exfiltration detection in Canadian financial institutions under PIPEDA employee monitoring limits
Whether user behaviour analytics based only on access log metadata — specifically file access timestamp sequences, resou…
CVSS temporal score trajectory and dark web chatter for >7-day advance exploit prediction in Canadian utility SCADA systems
Whether CVSS temporal score trajectory — specifically the rate of change of exploitability and remediation level sub-sco…
Cloud security posture management detection rate for publicly exposed object storage in AWS ca-central-1 versus Azure Canada Central at defined scan frequency
Whether automated cloud security posture management tools — specifically AWS Security Hub and Microsoft Defender for Clo…
Automated cryptographic inventory for Government of Canada TLS 1.0/1.1 endpoint identification without triggering intrusion detection
Whether automated cryptographic inventory tools — specifically passive TLS fingerprinting using JA3 signatures and activ…
Patient-derived colorectal organoids for oxaliplatin vs irinotecan response prediction in Canadian mCRC
No published RCT or large-N study has determined whether patient-derived colorectal organoid drug-response assays accura…
HUVEC co-culture vascularization of lung organoids at air-liquid interface without bioprinted scaffold
No published study has determined whether HUVEC co-culture under air-liquid interface (ALI) conditions produces function…
MEA spontaneous activity patterns in brain organoids correlating with channelopathy genotypes for drug screening
No published systematic review or large-N study has established whether MEA-measured spontaneous electrical activity pat…
CA19-9 secretion from pancreatic ductal organoids distinguishing pancreatitis from early PDAC before histologic confirmation
No published study has determined whether CA19-9 secretion into conditioned culture media from pancreatic ductal organoi…
Bistable gene circuit memory stability under industrial fermentation pH and temperature oscillations
No published study has determined whether synthetic bistable toggle switches (Gardner-Collins type) maintain binary memo…
N-acyl-HSL cross-talk threshold between two heterologous quorum sensing systems in single E. coli chassis
No published study has systematically determined at what promoter/RBS combination N-acyl-HSL signal cross-talk between t…
SH3/PDZ scaffold domain stoichiometry maintenance under high-yield fermentation metabolic flux conditions
No published study has determined whether SH3/PDZ protein interaction domain scaffolds used for enzyme co-localization m…
Adenine base editor efficiency >30% in non-dividing human OA chondrocytes without DSB-associated toxicity
No published RCT or large-N study has determined whether adenine base editors (ABE8e) achieve >30% editing efficiency ex…
Ionizable lipid pKa 6.2–6.4 LNP selective targeting of club cells vs alveolar macrophages after nebulization
No published study has determined whether ionizable lipid nanoparticles with pKa in the 6.2–6.4 range selectively target…
2
No published study has tested whether 2
Trehalose glass formulation maintaining >80% mRNA integrity after 4 freeze-thaw cycles at -80°C to 25°C
No published study has determined whether trehalose glass formulation preserves >80% mRNA integrity in LNP-encapsulated …
Back-splicing efficiency >40% from engineered MALAT1 introns for circular RNA expression in primary human T cells
No published study has determined whether back-splicing efficiency from engineered introns inserted at the MALAT1 locus …
CRISPR-Cas12a single assay discriminating Borrelia burgdorferi, B. miyamotoi, and Anaplasma phagocytophilum in saliva
No published study has determined whether a single multiplexed CRISPR-Cas12a assay can discriminate Borrelia burgdorferi…
cfDNA fragment size distribution distinguishing colon cancer from diverticulitis in Canadian CRC screening populations
No published study has determined whether circulating tumour DNA fragmentomics (fragment size distribution, nucleosome f…
12-protein plasma panel distinguishing fatigue-dominant vs cognitive-dominant post-COVID syndrome phenotypes
No published systematic review or RCT has validated a 12-protein or fewer plasma panel that distinguishes fatigue-domina…
OCT-derived RNFL thinning rate predicting MCI-to-Alzheimer conversion 3 years before cognitive testing in Canadian primary care
No published large-N study or RCT has determined whether OCT-derived retinal nerve fibre layer (RNFL) thinning rate over…
AlphaFold2 pLDDT >70 IDP regions corresponding to experimentally measurable transient structure under specific ionic conditions
No published systematic study has determined whether AlphaFold2 pLDDT scores >70 in intrinsically disordered protein pre…
VH/VL interface energy calculation predicting framework back-mutation necessity without experimental screening for anti-inflammatory target
No published study has validated whether VH/VL interface binding free energy calculations (Rosetta ΔΔG or FoldX) accurat…
Molecular dynamics binding free energy vs SPR agreement within 1 kcal/mol for proprietary allosteric pocket target
No published study has prospectively evaluated whether molecular dynamics-derived absolute binding free energy calculati…
Epistasis landscape from recombining top-5 beneficial mutations across three cellulase evolution lineages for Canadian biomass
No published study has characterized whether recombination of top-5 beneficial mutations from three independent directed…
Horvath and GrimAge clock systematic age underestimation in Cree and Ojibwe vs European-ancestry Canadians
No published study has determined whether Horvath
Point-of-care CYP2C19 genotyping changing clopidogrel prescribing and reducing MACE in Canadian interventional cardiology
No published RCT or large-N Canadian study has determined whether point-of-care CYP2C19 genotyping (LoC Warriorchip or e…
Tumour-informed 50-SNP ctDNA panel detecting molecular recurrence >6 months before imaging in Canadian stage III colon cancer
No published study has validated whether a tumour-informed ctDNA assay using a personalized 50-SNP panel detects molecul…
scRNA-seq + scATAC-seq co-embedding identifying clinically actionable cell-state transitions in Canadian Crohn
No published study has determined whether scRNA-seq + scATAC-seq co-embedding of colon biopsies identifies clinically ac…
Hypoxic chondrocyte pellet culture producing hyaline-like matrix with type II:I collagen ratio >8:1 from single arthroscopic biopsy
No published study has determined whether high-density chondrocyte pellet culture at 2% O2 produces hyaline-like matrix …
Gradient stiffness bioink (3–25 kPa) printed in anatomical zone architecture producing meniscal cell alignment after 6-week bioreactor culture
No published study has determined whether gradient stiffness bioinks (3–25 kPa from inner to outer zone) printed in the …
Decellularized porcine ureter conduit with adipose-derived Schwann-like cells vs autograft at 12mm sciatic nerve gap in rat
No published study has compared a decellularized porcine ureter conduit seeded with adipose-derived Schwann-like cells a…
Frozen FMT capsules from sex-matched donors vs colonoscopic FMT from unmatched donors for C. difficile in Canadian LTC patients
No published RCT has compared frozen oral FMT capsules from sex-matched donors against colonoscopic FMT from unmatched d…
L. crispatus dominance at 16 weeks predicting preterm birth >80% sensitivity in diverse Toronto prenatal cohort with high L. iners prevalence
No published study has validated whether Lactobacillus crispatus dominance at 16 weeks gestation predicts preterm birth …
Baseline Akkermansia muciniphila >2% predicting anti-PD-1 response in Canadian metastatic melanoma independent of TMB and PD-L1
No published study has determined whether baseline Akkermansia muciniphila abundance >2% of gut microbiome predicts anti…
Microencapsulated DCPD healant mobility at Arctic temperatures for crack closure in Canadian pipeline coating applications
No published study has determined whether microencapsulated dicyclopentadiene (DCPD) healant retains sufficient molecula…
ASR expansion Arrhenius temperature dependence in recycled Canadian granite-dominant demolition aggregate vs European limestone calibration
No published study has determined whether alkali-silica reaction expansion rates from Canadian granite-dominant demoliti…
Laser-assisted tape placement PEEK thermoplastic composite void content <1% and ILSS >50 MPa at Canadian aerospace ambient humidity
No published study has determined whether laser-assisted tape placement (LATP) produces void content <1% and interlamina…
Zinc-rich primer adhesion >5 MPa after 20 thermal cycles from -55°C to +25°C on subarctic steel structures
No published study has determined whether zinc-rich epoxy primers maintain adhesion strength >5 MPa (pull-off, ASTM D454…
Silica aerogel blanket composite R-value retention after 5 years Canadian Prairie freeze-thaw cycling without hydrophobic treatment degradation
No published field study has determined whether silica aerogel blanket composites maintain their stated R-value after 5 …
Early-strength concrete 3D printing formulation achieving 28-day compressive strength target through ambient freeze-thaw in first 7 days
No published study has determined whether early-strength cement formulations with accelerator dosages optimized for 5–25…
ABS/TPU FDM interface delamination failure mode under 10^6 cyclic loading vs monotonic — rule-of-mixtures prediction validity
No published study has determined whether the delamination failure mode at ABS/TPU multi-material FDM interfaces under c…
Shape recovery ratio >90% for shape-memory PLA at 45° raster angle after 10 actuation cycles at Canadian ambient temperature range
No published study has determined whether shape-memory PLA printed with 45° raster angle maintains shape recovery ratio …
LENS-repaired Ti-6Al-4V aerospace components achieving >50% wrought fatigue life at Canadian aerospace facility humidity without inert shrouding
No published study has determined whether LENS (directed energy deposition)-repaired Ti-6Al-4V aerospace components achi…
Acoustic emission Kaiser effect identifying pre-cracking in pipeline girth welds at >300 ppm H2 without compressor station noise false positives
No published study has determined whether the Kaiser effect breakpoint in acoustic emission signals during cyclic pressu…
THz time-domain spectroscopy detecting permafrost soil moisture changes indicative of thaw settlement at 30cm under HDPE pipe without excavation
No published study has determined whether THz time-domain spectroscopy can detect soil moisture changes indicative of ac…
Embedded FBG sensors correlating with mortise-and-tenon joint load capacity within 10% across Canadian seasonal moisture content range
No published study has determined whether fibre Bragg grating (FBG) strain sensors embedded in mortise-and-tenon timber …
Phased array eddy current detecting SCC <0.5mm depth in Grade 690 SAGD tubing at 200°C with <5% false call rate
No published study has determined whether phased array eddy current (PAEC) probes detect stress corrosion cracks <0.5mm …
Silicone pneumatic grippers maintaining <2% bruising rate on irregular Cortland apple geometries with constant vs dynamic inflation pressure
No published study has determined whether silicone pneumatic grippers calibrated on ideal spheres maintain <2% bruising …
50-agent swarm with stigmergic path planning achieving throughput within 15% of centralized optimal without inter-agent communication
No published study has determined whether a 50-agent autonomous mobile robot swarm using stigmergic path planning (floor…
Model-predictive haptic rendering at 300ms latency to Canadian remote site maintaining tool-tip positioning accuracy within 2mm
No published study has determined whether model-predictive haptic rendering (MPHR) at 300ms round-trip latency — the rea…
Tethered in-pipe robot maintaining motion and data return through 90° bends at 200 kPa in 150mm NPS live natural gas distribution pipe
No published study has determined whether a tethered in-pipe inspection robot can maintain forward motion and return rea…
FSW Al-6061/Cu joint strength exceeding 85% weaker base metal at Canadian automotive ambient temperature with optimized tool speed
No published study has determined whether friction stir welding (FSW) of Al-6061 to Cu achieves joint strength >85% of t…
Pulsed Nd:YAG laser achieving <50µm HAZ in 50µm lithium foil without dendrite nucleation sites for solid-state battery current collectors
No published study has determined whether pulsed Nd:YAG laser welding with 200µs pulse duration achieves <50µm heat-affe…
Si3N4-to-Ti-6Al-4V diffusion bonds with Ni interlayer at 750°C achieving >80% ceramic tensile strength below beta transus
No published study has determined whether Si3N4-to-Ti-6Al-4V diffusion bonds using a Ni interlayer achieve >80% of Si3N4…
Cold-sprayed Al-5056 on 2024-T3 aircraft skin meeting FAA/TC repair criteria at <1% porosity and >35 MPa adhesion in -10°C Canadian winter shop
No published study has determined whether cold-sprayed Al-5056 deposits on 2024-T3 aluminium aircraft skin panels meet F…
15% H2 co-firing in GE LM2500 turbines — NOx emissions vs NSPS limits without combustor modifications at current natural gas setpoints
No published Canadian field study has determined whether 15% H2 by volume co-firing in existing GE LM2500 turbines incre…
Serpentine nickel mine tailings achieving >80% Mg carbonation at ambient pressure with ultrasonic pre-activation vs thermal activation
No published study has determined whether serpentine tailings from Canadian nickel mines (Sudbury, Thompson) achieve >80…
PDMS hollow-fibre membrane CO2/CH4 selectivity >25 at 10 bar with 200 ppm H2S from Canadian agricultural digesters
No published study has determined whether PDMS hollow-fibre membranes maintain CO2/CH4 selectivity >25 at transmembrane …
Fe single-atom catalyst achieving NH3 Faradaic efficiency >10% at <-0.3V vs RHE in neutral pH without HER suppression from Canadian air separation N2
No published study has achieved >10% NH3 Faradaic efficiency at <-0.3V vs RHE in neutral pH electrolyte using Fe-based s…
Iron-air battery passivation layer formation rate difference between 5°C and 20°C Canadian seasonal storage facility temperatures
No published study has determined whether the passivation layer formation rate on iron electrodes during open-circuit re…
Vanadium redox flow battery electrolyte capacity fade from vanadium precipitation in Canadian outdoor climate (-30°C to +35°C) vs Arrhenius indoor model
No published study has determined whether electrolyte capacity fade from vanadium precipitation in VRFB systems installe…
EV battery packs at 70% SoH retaining >80% cycle performance at 0.5C for 3000 cycles at Canadian peak demand temperature profiles
No published study has determined whether EV battery packs repurposed for grid storage at 70% state-of-health retain >80…
Gravity energy storage in Canadian abandoned mine shafts achieving >80% round-trip efficiency with rail friction variation at -20°C to +30°C
No published study has determined whether mass movement gravity energy storage systems installed in Canadian abandoned m…
Nafion membrane fluoride release acceleration above 2.5 A/cm² threshold under Canadian wind intermittency profiles vs steady-state operation
No published study has determined whether Nafion membrane degradation rate (measured by fluoride release into product wa…
BiVO4 photoelectrochemical cells achieving STH efficiency >2% under diffuse overcast light representing 40% of Canadian operating hours
No published study has determined whether BiVO4-based photoelectrochemical (PEC) water splitting cells achieve solar-to-…
Caprock integrity for H2 storage in depleted Montney formation reservoirs predicted from CO2 storage analogue data given differing viscosity and buoyancy
No published study has determined whether caprock integrity for underground hydrogen storage in depleted Montney formati…
LaNi5 metal hydride storage achieving >90% theoretical capacity with ambient air cooling at Canadian summer temperatures (35°C)
No published study has determined whether LaNi5-based metal hydride hydrogen storage systems achieve >90% of theoretical…
Amine-functionalized silica DACCS sorbent maintaining >80% CO2 uptake at Canadian Prairie ambient RH 70–90% without increased regeneration energy
No published study has determined whether amine-functionalized silica sorbents optimized for US desert conditions (RH <3…
MEA solvent degradation rate from low-SO2 Canadian natural gas flue gas enabling longer solvent change intervals than coal-derived design standards
No published study has determined whether MEA solvent degradation rate from SO2 in Canadian natural gas power plant flue…
Crushed basalt at 10 t/ha achieving >90% theoretical CO2 removal efficiency in Canadian Chernozem soils at pH 7.5–8.0 vs low-pH UK/EU trial soils
No published study has determined whether crushed basalt application at 10 t/ha achieves >90% of theoretical CO2 removal…
Black spruce slash biochar achieving >80% carbon stability (recalcitrance fraction) at agricultural retort pyrolysis temperatures
No published study has determined whether biochar produced from black spruce (Picea mariana) forestry slash — the domina…
Local differential privacy demand aggregation providing actionable flexibility estimates within 5% of unperturbed at distribution feeder level
No published study has determined whether privacy-preserving demand aggregation using local differential privacy (LDP) a…
Conductor temperature monitoring enabling >15% increased ampacity during Canadian summer peaks without clearance violation when ice algorithms inactive
No published Canadian study has determined whether conductor temperature monitoring-based dynamic line rating (DLR) enab…
V2G services from apartment building charging infrastructure economically viable under IESO market rules with split hardware ownership
No published study has determined whether vehicle-to-grid (V2G) services from apartment building EV charging infrastruct…
Decentralized P2P energy trading among Ontario prosumers reducing peak demand >10% vs time-of-use pricing under current net metering rules
No published study has determined whether decentralized peer-to-peer energy trading among prosumers in an Ontario distri…
Thermal spray titanium coating reducing tidal turbine fouling-induced power coefficient degradation below 5% without galvanic corrosion over 6 months in Bay of Fundy
No published study has determined whether thermal spray titanium coating reduces biofouling-induced power coefficient de…
Monopile scour protection using Canadian crushed granite maintaining integrity under 100-year hurricane storm conditions at Cape Breton soft seabed
No published study has determined whether monopile scour protection using Canadian crushed granite (D50 0.3–0.5m) mainta…
Horizontal ground loop GSHP achieving design COP in northern Ontario discontinuous permafrost without accelerating active layer thaw
No published study has determined whether horizontal ground loop geothermal heat pump systems in discontinuous permafros…
Open raceway Chlorella vulgaris productivity exceeding 20 g/m²/day during 90-day Canadian season at 52°N using industrial flue gas CO2
No published study has determined whether open raceway pond Chlorella vulgaris productivity exceeds 20 g/m²/day during t…
Automated gamma scanning of CANDU-derived SMR fuel bundles verifying fissile homogeneity equivalent to destructive sampling at commercial throughput
No published study has determined whether automated gamma scanning of CANDU-derived SMR fuel bundles during manufacturin…
EUROFER steel tritium permeation below regulatory limits under DEMO neutron fluence with Canadian-manufactured ODS coatings
No published study has determined whether EUROFER reduced-activation ferritic-martensitic steel achieves tritium permeat…
Air-source heat pump replacing natural gas in Canadian pre-1980 Prairie housing achieving energy cost neutrality at current electricity rates
No published study has determined whether replacing natural gas heating with air-source heat pumps in Canadian pre-1980 …
Cool roof coatings (albedo >0.65) on Canadian flat commercial roofs reducing cooling loads >15% without increasing heating loads >5% over lifecycle
No published field study has measured whether cool roof coatings with albedo >0.65 applied to Canadian flat commercial r…
Passive House certification failure in Yellowknife ASHRAE Zone 8 — thermal bridges in triple-pane windows vs airtightness achievement as binding constraint
No published study has determined whether triple-pane window thermal bridges or airtightness achievement is the dominant…
Hyperspectral Sclerotinia detection in canola from drone at prairie scale
Whether Sclerotinia sclerotiorum stem rot on canola generates spectral signatures at 550 nm and 1450 nm that are disting…
Sub-surface drip tape spacing for salt stratification prevention in SK heavy clay field peas
Whether 30 cm drip tape spacing at 25 cm depth prevents salt accumulation in the 0–15 cm root zone of field peas across …
Sentinel-2 NDVI yield prediction accuracy for canola insurance in northern Saskatchewan cloud shadow
Whether NDVI time-series derived from Sentinel-2 (10 m resolution) with fewer than 20 cloud-free scenes per growing seas…
Dewpoint × wind speed interaction model for Sitobion avenae colony prediction on Manitoba spring wheat
Whether the interaction between dewpoint depression (°C) and wind speed (km/h) measured at 48-hour lag from hourly Manit…
Soil EC at 2.5 m resolution vs. NDVI management zones for variable rate canola seeding on SK Chernozem
Whether soil apparent electrical conductivity (ECa) mapping at 2.5 m resolution (Veris 3100 sensor) improves variable ra…
16-h 660 nm LED photoperiod for off-season short-day strawberry fruit set in Ontario winter greenhouse
Whether extending the photoperiod to 16 hours using 660 nm red LED supplementation achieves equivalent fruit set (flower…
UVB supplementation in final 14 days of flower for β-myrcene increase in Gelato-cross cannabis at Ontario micro-cultivation
Whether UVB supplementation at 5–10 W/m² during the final 14 days of the flowering stage increases β-myrcene concentrati…
Controlled atmosphere parameters for Quebec wild blueberry anthocyanin retention at 60-day export storage
Whether a 3% CO2 / 3% O2 controlled atmosphere maintains anthocyanin content within 5% of harvest baseline values after …
Nitrification rate sufficiency in tilapia-lettuce aquaponics at 16 °C Canadian winter greenhouse minimum
Whether naturally colonized nitrification biofilters (without supplemental ammonia-oxidizing bacteria inoculation) in a …
Neck accelerometer rumination algorithm transfer from dairy to beef in Canadian tie-stall configurations
Whether neck-mounted accelerometer algorithms for rumination bout classification, trained exclusively on Holstein dairy …
GreenFeed methane emission attribution accuracy in Canadian commercial feedlot pens >200 head
Whether GreenFeed automated head chamber systems correctly attribute individual animal methane emission values in commer…
Biogas production viability from covered swine manure lagoons in Manitoba below −25 °C sustained ambient
Whether biogas production from covered flexible-membrane swine manure lagoons in Manitoba drops below the economic viabi…
Structured light 3D BCS of Holstein cows in Canadian tie-stall dairy barns — accuracy in steam and variable light
Whether structured light 3D scanning of Holstein cows achieves body condition score (BCS) accuracy within 0.25 BCS units…
Atmospheric cold plasma for pathogenic yeast reduction in Canadian maple syrup without Brix alteration
Whether atmospheric cold plasma treatment at 40 kV (dielectric barrier discharge, air plasma) applied to Canadian Grade …
Pulsed electric field for polyphenol yield increase from Quebec wild blueberry without anthocyanin heat degradation
Whether pulsed electric field (PEF) treatment at 20 kV/cm with 20 μs pulse duration increases total polyphenol yield (Fo…
NIR spectroscopy at 900–1700 nm for green lentil sprouting potential classification at Saskatchewan elevators
Whether bench-top NIR spectroscopy at 900–1700 nm correctly classifies Saskatchewan green lentil lots as high sprouting …
k-NN imputation accuracy for IoT sensor gap reconstruction in Canadian BC-to-Ontario fresh produce cold chain
Whether k-nearest-neighbour imputation of missing temperature readings during IoT sensor dropout periods — averaging 2–6…
Steinernema carpocapsae infective juvenile viability after fixed-wing aerial application over Alberta canola
Whether Steinernema carpocapsae infective juveniles (IJs) applied via fixed-wing aircraft boom sprayer maintain more tha…
Beauveria bassiana spray timing at >50% adult emergence for swede midge larval mortality in Ontario brassica
Whether Beauveria bassiana (strain GHA) applied at greater than 50% adult emergence (predicted by degree-day model base …
Bacillus amyloliquefaciens D747 seed treatment for clubroot suppression in pH >7.2 Alberta canola soils
Whether Bacillus amyloliquefaciens strain D747 seed treatment (Double Nickel LC, at 5 L/100 kg seed) reduces Plasmodioph…
Optimal spaced repetition intervals for psychomotor skills in Canadian nursing simulation labs
Whether optimal review intervals for psychomotor clinical skills — specifically IV insertion and interrupted suturing te…
Knowledge graph embedding transfer failure modes between EE and CE content for APEG licensing exam prediction
Whether a knowledge graph embedding model trained on electrical engineering prerequisite-mastery relationships correctly…
Forgetting curve calibration for French-L1 professional learners acquiring English technical certification content
Whether French-language professional learners in Quebec have statistically different forgetting rates — specifically, di…
Transformer knowledge tracing for undetected prerequisite gaps in Canadian Red Seal trades apprenticeship
Whether transformer-based deep knowledge tracing models (SAKT, AKT) can identify undetected prerequisite gaps from wrong…
NLP automated short-answer scoring validity for Indigenous land management content in Canadian post-secondary
Whether NLP automated short-answer scoring models trained on Western academic rubric-aligned text correctly assess short…
Computer vision CPR chest compression depth assessment via smartphone RGB-only video for Canadian first responder recertification
Whether computer vision analysis of CPR chest compression depth using RGB-only smartphone video (without depth sensor) a…
MOSS and JPlag plagiarism detection accuracy for French-variable-name code submissions translated from English originals
Whether MOSS (Measure of Software Similarity) and JPlag correctly identify as plagiarised a code submission that uses Fr…
AI feedback within 5 minutes vs. 24-hour delay effect on 6-week retention in Canadian HVAC apprenticeship pipe fitting
Whether AI-generated formative feedback on pipe fitting heat load calculations delivered within 5 minutes of submission …
GPT-4 plain-language simplification of IRCC immigration forms at CEFR B1 without loss of legally material information
Whether GPT-4-generated plain-language simplifications of Canadian Immigration, Refugees and Citizenship Canada (IRCC) f…
Commercial ASR captioning WER for English with First Nations phonological substrate features in Canadian post-secondary
Whether commercial automatic speech recognition captioning systems (Microsoft Azure Speech, Google Cloud Speech-to-Text,…
MathSpeak vs. Nemeth code verbalization for equation retention in blind Ontario university mathematics students
Whether MathSpeak rule-based verbalization produces better working memory retention of multi-term polynomial and integra…
Offline mobile course delivery vs. continuous connectivity equivalence for Inuit adult learners in Nunavut communities
Whether offline-capable mobile course delivery with intermittent sync (sync window <6 h/day, bandwidth <1 Mbps) achieves…
LMS log-based dropout prediction >3 weeks before withdrawal in Canadian online Red Seal exam prep with <500 historical dropouts
Whether log data features from Learning Management Systems — including login frequency, time-on-task, quiz attempt count…
NLP curriculum comparison for international nurse bridging module prediction without full CNO competency assessment
Whether NLP comparison of international nursing school curriculum descriptions against College of Nurses of Ontario (CNO…
Canadian employer interpretation accuracy of micro-credential completions as specific competency signals
Whether Canadian employers correctly interpret micro-credential completion on resumes as signalling a specific, granular…
Embodied carbon calculation variance for Canadian SPF lumber across EPD methodologies
Whether EPD-based LCA tools (One Click LCA, Tally, EC3) produce consistent embodied carbon values within ±15% for Canadi…
Hygrothermal performance of lime-rendered straw bale walls in Vancouver ASHRAE 5C climate
Whether lime-rendered straw bale walls (300mm compressed wheat straw, 50mm lime plaster each face) achieve moisture equi…
CLT char rate validation for Canadian CSA O177 product vs European CLT in fire resistance testing
Whether Canadian CLT manufactured to CSA O177 using SPF laminations and polyurethane (PU) or melamine-urea-formaldehyde …
Aerogel composite insulation R-value stability under Calgary extreme thermal cycling
Whether silica aerogel blanket composites (declared λ = 0.015 W/mK, R-value ~R-10 per 25mm) maintain their declared ther…
Self-compacting concrete with >25% fly ash: 7-day strength at 5°C Canadian placement conditions
Whether self-compacting concrete (SCC) with fly ash replacement exceeding 25% of cementitious content achieves equivalen…
Cellulose insulation borate fire retardant durability under high indoor RH in northern Ontario housing
Whether cellulose insulation treated with borate flame retardant (disodium octaborate tetrahydrate) maintains thermal re…
CLT shear wall ductility under Cascadia subduction vs crustal earthquake ground motions in NBC 2020
Whether CLT shear wall connections designed to NBC 2020 seismic provisions (Rd = 2.0, Ro = 1.5 for nailed panel-to-panel…
W-shape moment frame connection ductility of CSA G40.21 350W steel at -40°C for northern Alberta
Whether bolted moment frame connections using W-shape members fabricated from CSA G40.21 Grade 350W steel (minimum speci…
Dimensional tolerance accumulation in 8-storey modular construction affecting rainscreen continuity
Whether dimensional tolerances in Canadian modular construction (CSA A277 prequalification standard specifies ±6mm per m…
Helical pile capacity degradation in discontinuous permafrost terrain near Yellowknife under seasonal freeze-thaw
Whether helical pile (76mm shaft, 300mm helix, 6m embedment) load-bearing capacity in compression degrades predictably i…
Epoxy-grouted threaded insert capacity in precast concrete panels after Ontario freeze-thaw cycling
Whether epoxy-grouted threaded insert connections in Canadian precast concrete cladding panels (M16 rod, 150mm embedment…
Fibre Bragg grating scour depth sensing in bridge pier footings during Canadian spring flood events
Whether fibre Bragg grating (FBG) sensors embedded in concrete bridge pier footings correctly detect scour depth progres…
Ontario smart meter 15-minute interval data for HVAC fault detection in commercial buildings without BAS
Whether 15-minute interval electricity and natural gas consumption data from Ontario IESO smart meters correctly identif…
Acoustic emission correlation with creep damage in glulam beams under Canadian seasonal humidity cycling
Whether acoustic emission (AE) events in the 10–300 kHz frequency range correlate with creep damage accumulation in glul…
CO2 decay method accuracy for air tightness measurement in Canadian institutional buildings >2000 m²
Whether CO2 tracer gas decay method achieves equivalent ACH50 measurement accuracy (within ±15%) compared to blower door…
GPR proxy for half-cell potential corrosion detection in Canadian parking structure slabs under traffic
Whether ground-penetrating radar (GPR, 2.0 GHz antenna) reflection amplitude analysis achieves equivalent detection prob…
Gradient boosted AVM accuracy for Ontario island waterfront property with <2 comparables per year
Whether gradient boosted automated valuation models (XGBoost, LightGBM) trained on Ontario MLS transaction data produce …
ML prediction of construction defect probability from Ontario Building Code permit characteristics
Whether machine learning models trained on Ontario Building Code inspection fail rates predict construction defect proba…
CNC light gauge steel framing dimensional accuracy across Canadian factory temperature range (5–30°C)
Whether CNC-fabricated light gauge steel (LGS) framing achieves stud placement accuracy within ±1mm over a 3m panel leng…
ML lead time prediction for BC CLT supply during post-announcement demand spikes with 6-week accuracy
Whether gradient boosted ML scheduling models trained on BC forest product supply chain order and delivery data correctl…
Computer vision PPE non-compliance detection at >95% rate in Canadian construction site dawn/dusk lighting
Whether computer vision models (YOLOv8, Detectron2) detecting hard hat and safety vest absence achieve greater than 95% …
Energy model prediction of optimal retrofit sequencing for pre-1980 Canadian detached homes in Climate Zone 6
Whether EnergyPlus simulation correctly predicts the optimal retrofit sequencing — air sealing first, then insulation, t…
LCA uncertainty bounds for Canadian engineered wood biogenic carbon under differing EPD accounting methods
Whether lifecycle carbon assessment of Canadian engineered wood products (CLT, glulam, LVL) using Canadian-specific fore…
Cold-climate heat pump COP maintenance at -30°C sustained cold snaps in Saskatchewan residential use
Whether cold-climate air-source heat pumps (Mitsubishi Zuba-Central, rated COP >1.5 at -25°C per CSA C13256-21) maintain…
Extensive green roof media and vegetation survival under 50mm hail events in Alberta
Whether extensive green roof growing media (50–75mm substrate depth, sedum-based mat) and established vegetation survive…
Concrete demolition waste carbonation as CO2 sink offsetting manufacturing emissions in Prairie aggregate recycling
Whether concrete demolition waste carbonation in Canadian Prairie aggregate recycling operations sequesters sufficient C…
South glazing optimization vs overheating risk in Calgary Passive House buildings under 2050 climate projections
Whether south-facing glazing ratios optimized for passive solar gain in Passive House designs for Calgary (ASHRAE Climat…
Mass timber vs steel carbon storage net benefit within 30-year building life in Canadian institutional construction
Whether mass timber buildings in Canadian institutional construction (schools, community centres, 3–8 storeys) displace …
Magnetometer-free CubeSat attitude determination at <1° accuracy in Canadian polar LEO orbit
Whether magnetometer-free attitude determination using only a star tracker (10 arcsecond noise) and MEMS gyroscope (0.1°…
QKD secure key rate >10 kbps at 50km over Ottawa dark fibre with seasonal path length compensation
Whether quantum key distribution (QKD) over metropolitan dark fibre achieves greater than 10 kbps secure key generation …
Last-mile drone delivery battery range maintenance at -20°C under TC-certified cold-weather BMS algorithms
Whether last-mile drone delivery systems (hexacopter, 5kg payload, LiPo 6S 10Ah pack) maintain battery performance suffi…
Electrochemical wristband cortisol sensor accuracy for Canadian first responder shift work at variable sweat rates
Whether electrochemical cortisol sensors in wristband form factors (aptamer-based, MoS2 electrode) achieve a coefficient…
Dexcom G7 CGM accuracy within 15% MARD in First Nations adults in northern Ontario communities
Whether Dexcom G7 continuous glucose monitoring device produces interstitial glucose readings that agree with capillary …
Consumer-grade dry EEG cognitive fatigue classification accuracy in Canadian healthcare workers during 12-hour shifts
Whether consumer-grade 4-electrode dry EEG headsets (Muse 2, Neurosity Crown) correctly classify cognitive fatigue state…
Apple Watch Series 9 AF detection sensitivity vs Holter for Canadians >75 years with pacemakers
Whether Apple Watch Series 9 irregular rhythm notification achieves equivalent sensitivity and specificity to 24-hour Ho…
DVL dead reckoning AUV position accuracy for Fraser River pipeline inspection at >100 mg/L sediment load
Whether Doppler velocity log (DVL) based dead reckoning maintains position accuracy within 1% of distance traveled for A…
UWB+IMU harvesting robot localization at <10cm accuracy in Canadian greenhouse metal superstructure
Whether ultra-wideband (UWB) ranging combined with IMU achieves localization accuracy below 10cm for harvesting robots i…
5.9 GHz DSRC V2V latency for truck platooning control messages during Canadian winter precipitation events
Whether 5.9 GHz DSRC (IEEE 802.11p) vehicle-to-vehicle communication maintains below 10ms latency for platooning longitu…
Haptic glove calibration transferability between European and Canadian laparoscopic simulation tissue models
Whether haptic gloves (HaptX G1, Force Dimension sigma.7) calibrated on European laparoscopic simulation trainers (Limbs…
HoloLens 2 hologram visibility for fall protection training in Canadian summer ambient illuminance >60,000 lux
Whether Microsoft HoloLens 2 provides sufficient hologram contrast and legibility for fall protection training demonstra…
Voice assistant intent recognition accuracy for Michif health appointment scheduling without cloud data transmission
Whether commercial voice assistants (Amazon Alexa, Google Assistant) achieve greater than 80% intent recognition accurac…
Facial recognition authentication at <1% FRR for workers wearing balaclava and safety glasses at -30°C
Whether facial recognition authentication (Innovatrics ANPR-live, Rank One Computing) achieves a false rejection rate be…
No archetypes match your filters.