{"id":"W2118121487","doi":"10.1093/eurheartj/ehs169","title":"Remaining challenges and opportunities for improvement in percutaneous transradial coronary procedures","year":2012,"lang":"en","type":"review","venue":"European Heart Journal","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute","funders":"","keywords":"Medicine; Percutaneous coronary intervention; Percutaneous; Cardiology; Internal medicine; Myocardial infarction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00331739,0.0006515721,0.001581384,0.00285412,0.0004275831,0.002108614,0.001029194,0.001999089,0.003091943],"category_scores_gemma":[0.006921912,0.0003214985,0.001127365,0.003512833,0.0009722271,0.003331744,0.0009462418,0.002110969,0.0007987045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324514,"about_ca_system_score_gemma":0.004816326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002074309,"about_ca_topic_score_gemma":0.003213222,"domain_scores_codex":[0.9985939,0.0003889588,0.0003482261,0.0001582297,0.0004233648,0.00008741369],"domain_scores_gemma":[0.993777,0.004123945,0.0007439436,0.0001143874,0.001064647,0.0001759439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005447862,0.00004027388,0.000282277,0.07294442,0.000138216,0.0001416189,0.0002332153,0.0003253881,0.0003086683,0.006410744,0.02304861,0.896072],"study_design_scores_gemma":[0.00002277779,0.0001200657,0.002150355,0.05303164,0.0003938267,0.001374759,0.0005362677,0.0001615085,0.00018477,0.005864378,0.9361234,0.00003635316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006180976,0.9983039,0.00007838361,0.001049177,0.0001818961,0.000002264087,0.000006495104,0.00000481236,0.0003111892],"genre_scores_gemma":[0.0006704617,0.9983453,0.0002353393,0.000434407,0.0002007239,0.000004337043,0.000009849112,0.000001398499,0.00009820464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00331739,"threshold_uncertainty_score":0.01754421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2773396889004841,"score_gpt":0.36231515665339,"score_spread":0.08497546775290588,"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."}}