{"id":"W3210500940","doi":"10.1016/j.cjca.2021.09.001","title":"The Strength of a New Signal","year":2021,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Coronary artery disease; Cardiology; Internal medicine; Clinical cardiology; Electrocardiography; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002953725,0.0001440193,0.0009388068,0.0002794267,0.0000714125,0.00001802261,0.000225336,0.0004489707,0.00005548999],"category_scores_gemma":[0.0002803004,0.00009597168,0.0007328483,0.0001558856,0.0001608726,0.00001303317,0.000008409464,0.001699625,0.000003188878],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001341863,"about_ca_system_score_gemma":0.006258284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918293,"about_ca_topic_score_gemma":0.0007071784,"domain_scores_codex":[0.9987051,0.0001739272,0.0004767939,0.0001143365,0.0002000009,0.0003298174],"domain_scores_gemma":[0.9982949,0.0002337146,0.0003593661,0.0002831649,0.000432952,0.0003959113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008204256,2.866277e-7,0.004185883,0.00002571087,0.001334587,0.003733838,0.00003517703,0.00003640165,0.00002555215,0.000003227663,0.9795802,0.011031],"study_design_scores_gemma":[0.0002825171,0.0001666324,0.0008178962,0.000199931,0.000883741,0.001536373,0.00009946094,0.000002177687,0.00006662963,0.00006022359,0.9958106,0.00007382915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004116512,0.02176908,0.0005303158,0.9600959,0.003270697,0.00008854313,0.00004992031,0.000004240321,0.01007474],"genre_scores_gemma":[0.4205551,0.003445241,0.001219432,0.2338327,0.2795203,0.000004573773,0.0002145179,0.0001980929,0.06101],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7262632,"threshold_uncertainty_score":0.9993753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02214760310505129,"score_gpt":0.2462460828398537,"score_spread":0.2240984797348024,"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."}}