{"id":"W3108507479","doi":"10.1016/j.xjon.2020.11.009","title":"Evidence-based selection of the second and third arterial conduit","year":2020,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; University of Toronto","funders":"University of Toronto","keywords":"Electrical conduit; Selection (genetic algorithm); Cardiology; Computer science; Medicine; Artificial intelligence; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004309641,0.0002008002,0.0006923501,0.00004476749,0.00006298333,0.00007932008,0.0002748401,0.0004448021,0.0006697185],"category_scores_gemma":[0.0004196139,0.0001427247,0.0001994624,0.0001543738,0.0000926386,0.0001566081,0.0002672096,0.0005426139,0.000006421753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006888728,"about_ca_system_score_gemma":0.001078412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003658582,"about_ca_topic_score_gemma":0.00007956535,"domain_scores_codex":[0.9985965,0.0001490069,0.0003145701,0.0003560591,0.0004493156,0.0001344797],"domain_scores_gemma":[0.9986503,0.0004878125,0.0002440074,0.0003372646,0.0001996333,0.00008103526],"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":[0.0009976951,0.00002319626,0.0007213831,0.0002706207,0.00007554826,0.000007292409,0.00003633647,4.204291e-8,0.004518077,0.00001180268,0.991416,0.001922051],"study_design_scores_gemma":[0.0006429948,0.0003517751,0.004435622,0.001058429,0.0001944091,0.000005992735,0.00001094332,0.000006372768,0.008452392,0.00004798109,0.9846484,0.000144666],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.02863983,0.0009748329,0.0000177624,0.003158825,0.9466773,0.00370545,0.0004103868,0.0001579876,0.01625764],"genre_scores_gemma":[0.1026074,0.000360851,0.0002989874,0.001643,0.8803972,0.0002885719,0.0002760838,0.00009758235,0.01403034],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07396755,"threshold_uncertainty_score":0.7332948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0350701661722815,"score_gpt":0.3055527183915579,"score_spread":0.2704825522192764,"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."}}