{"id":"W4285808939","doi":"10.1016/j.jcin.2022.06.007","title":"Predicting Periprocedural Complications in Chronic Total Occlusion Percutaneous Coronary Intervention","year":2022,"lang":"en","type":"article","venue":"JACC: Cardiovascular Interventions","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; Mace; Percutaneous coronary intervention; Pericardiocentesis; Cardiology; Internal medicine; Conventional PCI; Myocardial infarction; Surgery; Pericardial effusion","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007338294,0.0002819435,0.0005713751,0.0005267786,0.0006527767,0.00005476625,0.0002722083,0.00008735725,0.003409485],"category_scores_gemma":[0.0002032014,0.0003236791,0.004057456,0.0006439845,0.00009332101,0.0001967669,0.0007240877,0.000736203,0.00009441716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001928418,"about_ca_system_score_gemma":0.0001756902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005601306,"about_ca_topic_score_gemma":0.0003350378,"domain_scores_codex":[0.9969193,0.0003282149,0.0009821736,0.0006330027,0.0006873583,0.0004499809],"domain_scores_gemma":[0.9985245,0.0000886743,0.0001644078,0.0008806417,0.0001789395,0.0001628219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001607278,0.02086824,0.4554916,0.006931837,0.01251928,0.0135895,0.003936403,0.1669982,0.008138148,0.005456006,0.01160236,0.2928611],"study_design_scores_gemma":[0.00641415,0.00346479,0.8921153,0.002370128,0.001845927,0.04888497,0.005139812,0.02402882,0.00008055935,0.0002939326,0.01459371,0.0007678985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976151,0.0142995,0.003998358,0.0006140894,0.000801453,0.00142484,0.0002177759,0.0002422028,0.002250779],"genre_scores_gemma":[0.9962101,0.0001156418,0.0004383756,0.00008348802,0.0001653251,0.0005780847,0.0007824599,0.00005945468,0.001567088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4366237,"threshold_uncertainty_score":0.9999215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161945858315356,"score_gpt":0.2898032496897025,"score_spread":0.2681837911065489,"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."}}