{"id":"W2330802229","doi":"10.1136/heartjnl-2015-308371","title":"Prediction and impact of failure of transradial approach for primary percutaneous coronary intervention","year":2016,"lang":"en","type":"article","venue":"Heart","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; Université Laval","funders":"Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval; Université Laval","keywords":"Medicine; Percutaneous coronary intervention; Cardiology; Percutaneous; Heart failure; Internal medicine; Intervention (counseling); Primary prevention; Interventional cardiology; Intensive care medicine; Emergency medicine; Myocardial infarction; Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006883994,0.0003230661,0.0002372104,0.0004367784,0.0001856793,0.0005621979,0.0003062229,0.0005560112,0.001414986],"category_scores_gemma":[0.006059489,0.0001292168,0.0002742718,0.0003427099,0.0003247955,0.0003960895,0.0003973528,0.0006314961,0.0002565599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002346727,"about_ca_system_score_gemma":0.0003065837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002409901,"about_ca_topic_score_gemma":0.002929532,"domain_scores_codex":[0.9995579,0.0001393116,0.00005512575,0.00008002617,0.0001008624,0.0000667306],"domain_scores_gemma":[0.995491,0.001356999,0.002059899,0.0001251992,0.0002974348,0.0006695192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007288018,0.000024042,0.9987977,0.000002847989,0.00001545915,0.00003245538,0.00001012893,0.00008287779,0.00004701739,0.000005101044,0.00003268957,0.0008768124],"study_design_scores_gemma":[0.000008230777,0.0002078359,0.9979823,0.000007246946,0.00002157829,0.0004168888,0.00007172268,0.001163328,0.00004421319,0.00001908601,0.00005414872,0.000003462431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993858,0.0001650608,0.00008139194,0.00005355809,0.000005287601,0.000003580979,0.00004876835,0.000002115399,0.0002543897],"genre_scores_gemma":[0.9997434,0.00004013906,0.00008250874,0.0000103208,0.00001156929,0.000001716384,0.00007563865,7.437876e-7,0.0000339818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002409901,"threshold_uncertainty_score":0.004791677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754949266157443,"score_gpt":0.2692465580070607,"score_spread":0.2516970653454862,"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."}}