{"id":"W2130309995","doi":"10.1177/108925320400800107","title":"Intraoperative Echocardiography: Support for Decision Making in Cardiac Surgery","year":2004,"lang":"en","type":"article","venue":"Seminars in Cardiothoracic and Vascular Anesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Cardiac surgery; Clinical decision making; Cardiology; General surgery; Intensive care medicine; Internal medicine; Radiology","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":[0.003016209,0.000395537,0.002252018,0.0007044168,0.00009536475,0.00005638044,0.00009393018,0.0003395303,0.00001003477],"category_scores_gemma":[0.0003360642,0.0003512268,0.002020428,0.0007801328,0.0001367964,0.000169721,0.00002787794,0.0003158435,0.000006421993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002056469,"about_ca_system_score_gemma":0.0002096104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004183884,"about_ca_topic_score_gemma":0.000005417536,"domain_scores_codex":[0.9973271,0.0002481277,0.0006151415,0.0006915895,0.0005110245,0.0006070084],"domain_scores_gemma":[0.9977775,0.001380749,0.00006974287,0.0004884256,0.00008926605,0.000194362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008079461,0.0001337893,0.8939546,0.0002907765,0.0003972504,0.002977832,0.001138024,0.0004418363,0.0000637549,0.0008648356,0.0001878227,0.09874157],"study_design_scores_gemma":[0.002368347,0.000386516,0.9338217,0.003154031,0.0007298285,0.001877773,0.001415779,0.00007425326,0.0005314064,0.0005505109,0.05405129,0.001038593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98458,0.008720481,0.003239487,0.0004877353,0.0001554344,0.001535243,0.000007244588,0.00007788814,0.001196427],"genre_scores_gemma":[0.9860418,0.005818207,0.007128966,0.0004775886,0.0001732457,0.0001992999,0.00003575108,0.00006848759,0.00005663531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09770297,"threshold_uncertainty_score":0.999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228509900103314,"score_gpt":0.2968765923617299,"score_spread":0.2845914933606968,"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."}}