{"id":"W7115030525","doi":"","title":"Integrative cardiac mechanobiology: Tools for probing electrophysiology and mechanotransduction in heart health and disease","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Cardiac electrophysiology and arrhythmias","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Government of Canada; McGill University","keywords":"Disease; Electrophysiology; Mechanotransduction; Cardiac electrophysiology; Electrical conduction system of the heart","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002281423,0.0009916566,0.001012486,0.001361031,0.0005624198,0.002480977,0.00146624,0.001576003,0.004094551],"category_scores_gemma":[0.001603466,0.0008789058,0.0009727037,0.000771291,0.001908192,0.003058759,0.00273121,0.003786274,0.001734844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007556439,"about_ca_system_score_gemma":0.001009376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003207698,"about_ca_topic_score_gemma":0.0006486879,"domain_scores_codex":[0.9991595,0.0001518617,0.00004080007,0.0002011873,0.0003710918,0.00007548944],"domain_scores_gemma":[0.9991369,0.0003678352,0.0001309646,0.0001174177,0.0001463927,0.0001005451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001571623,0.0001195592,0.002655541,0.002803666,0.0001520509,0.0002712469,0.0008412544,0.003498495,0.6862046,0.07079159,0.01214616,0.2203587],"study_design_scores_gemma":[0.00007913153,0.0008112247,0.01004587,0.001596127,0.0002870108,0.002630069,0.000755006,0.02919695,0.3926706,0.07820014,0.4833862,0.0003416643],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04652056,0.1148222,0.8006312,0.007049854,0.001876414,0.0003921484,0.001643611,0.004320937,0.02274313],"genre_scores_gemma":[0.2268746,0.1221468,0.6271966,0.003681251,0.001625344,0.001248732,0.001689462,0.001266702,0.01427067],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004094551,"threshold_uncertainty_score":0.01369762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01262309930104517,"score_gpt":0.270649075538799,"score_spread":0.2580259762377539,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}