{"id":"W3209402273","doi":"10.1016/j.xjtc.2021.10.015","title":"Commentary: In the hands of the few, less is more","year":2021,"lang":"en","type":"letter","venue":"JTCVS Techniques","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Bypass grafting; Revascularization; Artery; Cardiopulmonary bypass; Context (archaeology); Cardiology; Internal medicine; Myocardial revascularization; Coronary artery disease; Cardiothoracic surgery; Surgery; Myocardial infarction","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":[0.0006048438,0.0003672439,0.0008454142,0.0001884919,0.00006954494,0.00002996815,0.000561475,0.0007445448,0.0001211904],"category_scores_gemma":[0.00002840433,0.0002110563,0.0007211213,0.0004717824,0.0002781188,0.00005170612,0.0002532397,0.002154198,0.000001059923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001330417,"about_ca_system_score_gemma":0.0001302819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005876269,"about_ca_topic_score_gemma":0.00002484455,"domain_scores_codex":[0.9977284,0.0003328365,0.0005073936,0.0003873758,0.0007216486,0.0003223243],"domain_scores_gemma":[0.997893,0.0001967645,0.0002362894,0.001524742,0.0001255555,0.00002368586],"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":[0.00002123985,0.00007369126,0.008273015,0.0002381314,0.00006573498,0.000363694,0.0002997231,2.46112e-9,0.0001962245,0.00002301092,0.9784377,0.0120078],"study_design_scores_gemma":[0.0001363883,0.0001144417,0.005462454,0.001213523,0.000162666,0.0001779761,0.0001964302,6.422824e-7,0.03993284,0.0003080811,0.9520804,0.0002142074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006409673,0.0008927995,0.00002809194,0.9821871,0.0001429782,0.001185882,0.0001052923,0.0002483672,0.008799836],"genre_scores_gemma":[0.03381315,0.0007734931,0.0004502993,0.9613708,0.001131527,0.0003999929,0.0003406401,0.00006766275,0.001652425],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03973661,"threshold_uncertainty_score":0.9359035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216847084725915,"score_gpt":0.2849264451166996,"score_spread":0.2632417366441081,"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."}}