{"id":"W2045332469","doi":"10.1191/1358863x06vm655xx","title":"Vascular viewpoint","year":2006,"lang":"en","type":"article","venue":"Vascular Medicine","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Revascularization; Cardiology; Internal medicine; Coronary artery disease; Perioperative; Unstable angina; Stenosis; Population; Angina; Ejection fraction; Myocardial infarction; Surgery; Heart failure","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001017521,0.0002858686,0.001318833,0.0001928508,0.00008111176,0.000009536163,0.0001103339,0.0001543881,0.001209766],"category_scores_gemma":[0.00029793,0.0001891605,0.001001861,0.0004174758,0.0002045824,0.00004969678,0.00003074636,0.0002473073,0.0003352447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007114303,"about_ca_system_score_gemma":0.00005555302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004624588,"about_ca_topic_score_gemma":0.000008997529,"domain_scores_codex":[0.9975496,0.0001247623,0.0005017412,0.0004090166,0.0009899999,0.0004249085],"domain_scores_gemma":[0.9985759,0.0002132597,0.00006757014,0.0007402222,0.0001256143,0.0002774481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008858185,0.003019382,0.283682,0.003061839,0.007380408,0.0151974,0.001879182,0.0003033829,0.04102953,0.368506,0.1504591,0.124596],"study_design_scores_gemma":[0.003688056,0.0001874916,0.1632426,0.0001834268,0.0007290579,0.0002545172,0.00006360343,0.00005315428,0.0002784718,0.0001890884,0.8309336,0.0001969755],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3266578,0.08442166,0.00823711,0.0576303,0.001625808,0.002627083,0.000004699478,0.001043053,0.5177525],"genre_scores_gemma":[0.9142625,0.005747496,0.004306296,0.02457873,0.009545217,0.0001749674,0.0004837122,0.0002919721,0.04060912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6804745,"threshold_uncertainty_score":0.9997033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008938102503466654,"score_gpt":0.2411530717636608,"score_spread":0.2322149692601941,"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."}}