{"id":"W2766907377","doi":"10.1093/icvts/ivx280.063","title":"P-096RISK-ADJUSTED COMPARISON OF PERFORMANCE BETWEEN THREE ACADEMIC THORACIC SURGERY UNITS USING THE EUROLUNG RISK MODELS","year":2017,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Cardiothoracic surgery; Surgery; Internal medicine; General 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":[0.005911884,0.0008142875,0.0006319742,0.001659299,0.0002057842,0.001621295,0.0008911501,0.0003978452,0.003039363],"category_scores_gemma":[0.01113622,0.0002838603,0.002155348,0.001489174,0.0002963954,0.0009103353,0.001327237,0.0005667036,0.0007012355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000656426,"about_ca_system_score_gemma":0.0007028707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005085974,"about_ca_topic_score_gemma":0.003124171,"domain_scores_codex":[0.9967489,0.001456191,0.0002502506,0.0007365745,0.0004959057,0.0003121026],"domain_scores_gemma":[0.9911408,0.003114803,0.003352517,0.00073093,0.0009656422,0.0006953781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000856515,0.0000379937,0.9869849,0.00003520807,0.0007247013,0.0000605432,0.00006424288,0.005230199,0.0001166062,0.0001871318,0.001097438,0.004604538],"study_design_scores_gemma":[0.0001055074,0.0007775541,0.9365031,0.00006502177,0.0005000062,0.0004302982,0.0003971727,0.05810653,0.0005679982,0.0006786062,0.001827933,0.0000403406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901603,0.0004785584,0.004927198,0.0002158176,0.00006005281,0.00003271544,0.002573849,0.0001574273,0.001393974],"genre_scores_gemma":[0.9967007,0.00005130075,0.0009603713,0.00002727963,0.00001602825,0.00002046233,0.001873537,0.00002801543,0.0003223045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005911884,"threshold_uncertainty_score":0.03126544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1696814153569536,"score_gpt":0.3725706925708407,"score_spread":0.2028892772138871,"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."}}