{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004834521,0.0004743139,0.003101713,0.0003407557,0.0007299008,0.0001228674,0.0002856927,0.0003297117,0.00001105217],"category_scores_gemma":[0.002238222,0.000337732,0.002587575,0.0003753534,0.0005132768,0.0007547827,0.0002228643,0.001252086,0.000008152985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007941132,"about_ca_system_score_gemma":0.0002267183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003952943,"about_ca_topic_score_gemma":0.000004800563,"domain_scores_codex":[0.995846,0.001042503,0.0009577692,0.0006104379,0.000982579,0.0005606917],"domain_scores_gemma":[0.9905865,0.006201708,0.0008209122,0.001541078,0.0005927111,0.0002571109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005941245,0.0000292181,0.7830883,0.0002138351,0.003310859,0.0000971531,0.000354164,0.0005108304,0.00002817436,0.00001663779,0.00003531142,0.2117215],"study_design_scores_gemma":[0.0002906361,0.000041878,0.9667591,0.001357886,0.006053897,0.0004809106,0.0006557272,0.01281944,0.004876519,0.00006087077,0.005990745,0.0006124236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794099,0.01304609,0.004822688,0.0001788886,0.0005454433,0.0005081542,0.00003634532,0.00006291681,0.001389535],"genre_scores_gemma":[0.9963424,0.002866248,0.00007155836,0.0000503287,0.0004871128,0.00002268881,0.00003100321,0.00007126013,0.00005743268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.211109,"threshold_uncertainty_score":0.9999075,"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."}}