{"id":"W7117734686","doi":"10.31083/rcm47007","title":"Precision Medicine for Electrocardiogram Interpretation: Clinical Relevance, Challenges, and Advances","year":2025,"lang":"en","type":"article","venue":"Reviews in Cardiovascular Medicine","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; University of Toronto","funders":"","keywords":"Sudden cardiac death; Precision medicine; Electrocardiography; Pace; Myocardial ischemia; Disease; Hypertrophic cardiomyopathy; Medical diagnosis; Clinical cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02125716,0.001572515,0.003079605,0.004276135,0.0009564151,0.006969922,0.002864591,0.004872994,0.005592849],"category_scores_gemma":[0.06659992,0.0008617933,0.001726889,0.002552681,0.006036365,0.006896199,0.003391677,0.007638888,0.002698358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002436307,"about_ca_system_score_gemma":0.004658206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002360458,"about_ca_topic_score_gemma":0.002754392,"domain_scores_codex":[0.9860855,0.006552362,0.001361876,0.001819304,0.003872722,0.0003083232],"domain_scores_gemma":[0.9061139,0.07648121,0.00274847,0.003770771,0.009765732,0.00111994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002464586,0.00007778764,0.006039832,0.01066016,0.000607796,0.0003720609,0.0008984793,0.001803647,0.001960636,0.04878526,0.04591201,0.8826357],"study_design_scores_gemma":[0.0001336979,0.0004539673,0.009697227,0.02948285,0.0009534488,0.00513625,0.001277251,0.009107191,0.004050774,0.2577308,0.6815133,0.0004633149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001817556,0.873386,0.05223764,0.06280437,0.003508102,0.00006328907,0.0003037823,0.000363419,0.005515772],"genre_scores_gemma":[0.05934915,0.810352,0.08575644,0.02299262,0.01895714,0.0002018433,0.0004233176,0.0002755584,0.001691852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02125716,"threshold_uncertainty_score":0.11242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05105676766188297,"score_gpt":0.4040300986756017,"score_spread":0.3529733310137187,"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."}}