{"id":"W3007865139","doi":"10.1016/j.jtcvs.2020.02.067","title":"Commentary: Law of diminishing returns","year":2020,"lang":"en","type":"letter","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Financial Reporting and Valuation Research","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Ejection fraction; Hazard ratio; Confidence interval; Ischemic cardiomyopathy; Cardiology; Internal medicine; Heart failure; Guideline; Coronary artery bypass surgery; Bypass grafting; Artery; Surgery","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":[0.01196038,0.001434395,0.003363389,0.002151341,0.008454813,0.01207568,0.006073606,0.2240739,0.01350348],"category_scores_gemma":[0.1017119,0.001688351,0.002831599,0.002192792,0.009391863,0.006946384,0.004061638,0.09298941,0.008087271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01233923,"about_ca_system_score_gemma":0.01649431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02600947,"about_ca_topic_score_gemma":0.03179915,"domain_scores_codex":[0.987233,0.002930504,0.001312815,0.002069565,0.004079543,0.002374545],"domain_scores_gemma":[0.9444243,0.04221456,0.002481445,0.00137105,0.006090919,0.003417716],"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":[0.00004513091,0.00001106398,0.0001400672,0.00004886213,0.00002055736,0.000600449,0.0001873059,0.00005858911,0.00005798649,0.01037315,0.9863366,0.002120266],"study_design_scores_gemma":[0.0002072193,0.00003998947,0.0007491697,0.0007875232,0.0001083319,0.0007531477,0.0005840939,0.0005765122,0.0002127156,0.04159052,0.9542647,0.000125955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001597063,0.0007906936,0.00006445817,0.9780543,0.01728905,0.00001001105,0.00006728719,0.00001121524,0.003553196],"genre_scores_gemma":[0.001447204,0.0003325552,0.00005658606,0.9673689,0.02575338,0.00002672085,0.00001307524,0.00001287278,0.004988685],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2240739,"threshold_uncertainty_score":0.08952773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06040873537325731,"score_gpt":0.2915622131369225,"score_spread":0.2311534777636652,"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."}}