{"id":"W2597774194","doi":"10.1097/imi.0000000000000356","title":"Eligibility for Minimally Invasive Coronary Artery Bypass","year":2017,"lang":"en","type":"article","venue":"Innovations Technology and Techniques in Cardiothoracic and Vascular Surgery","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Cardiology; Medicine; Internal medicine; Artery","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":[0.001057729,0.0002094795,0.0007124337,0.0008593766,0.0004249635,0.00005557987,0.0001186048,0.0004764597,0.000002044934],"category_scores_gemma":[0.0007645875,0.0002085049,0.0003124157,0.0003769639,0.0005328117,0.0002084727,0.0001761773,0.0003230155,7.592909e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003287782,"about_ca_system_score_gemma":0.0001529017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007288636,"about_ca_topic_score_gemma":0.000005880073,"domain_scores_codex":[0.998647,0.00004298916,0.0003862371,0.0005153039,0.0001357909,0.000272616],"domain_scores_gemma":[0.9983765,0.0001808091,0.0001293963,0.001053632,0.0001927889,0.0000668577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001249172,0.0001157258,0.8688067,0.0002938601,0.0007133923,0.0001674345,0.00001761606,7.604747e-8,0.003611516,0.004936447,0.0003363305,0.120876],"study_design_scores_gemma":[0.0008676107,0.0001241274,0.9491169,0.000462235,0.0005715564,0.0006852486,0.00009312041,0.00001825424,0.02760367,0.01022739,0.009781094,0.0004487841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887295,0.003667769,0.003984872,0.001796257,0.00008125875,0.0009571579,0.00003139252,0.000276224,0.0004755835],"genre_scores_gemma":[0.9921582,0.001710013,0.005341343,0.0002080156,0.00007401435,0.0003855986,0.00005633146,0.0000236857,0.00004278037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1204272,"threshold_uncertainty_score":0.8502583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02287949324657223,"score_gpt":0.324031769228757,"score_spread":0.3011522759821848,"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."}}