{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00459971,0.0002362351,0.001339614,0.0003752655,0.0001383794,0.0002499575,0.0002445068,0.0002645616,0.00003741012],"category_scores_gemma":[0.001031153,0.0002007886,0.001911198,0.0003513936,0.0001244296,0.0005543199,0.0001775995,0.001392694,0.000006511658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002380926,"about_ca_system_score_gemma":0.0001033416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003519042,"about_ca_topic_score_gemma":0.000002859315,"domain_scores_codex":[0.9967054,0.0001454476,0.001070546,0.0002367775,0.001566047,0.0002758013],"domain_scores_gemma":[0.9972578,0.0003209267,0.001421833,0.0003277406,0.0006456735,0.00002608588],"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":[0.00004568997,0.00001401625,0.002240821,0.001464411,0.001127083,0.001903643,0.00002870828,0.00001398267,0.000007603393,0.00002817322,0.9687567,0.0243691],"study_design_scores_gemma":[0.00008710145,0.00001151912,0.0004131009,0.0006032797,0.0009282159,0.0001002321,0.00006809663,0.00004500088,0.00004778705,0.0005969792,0.9968883,0.0002104237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03924279,0.02082585,0.0006950033,0.9306156,0.003561988,0.0003647095,0.0000158645,0.00005296887,0.004625195],"genre_scores_gemma":[0.3000169,0.001162953,0.0002008401,0.6716899,0.02662596,0.000006108651,0.00008803295,0.0001056727,0.0001036928],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2607741,"threshold_uncertainty_score":0.8187921,"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."}}