{"id":"W2913863598","doi":"10.1002/ccd.28007","title":"Impella support for chronic total occlusions angioplasty: A good start","year":2019,"lang":"en","type":"letter","venue":"Catheterization and Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Medicine; Impella; Angioplasty; Population; Percutaneous; Occlusion; Internal medicine; Cardiology; Ventricular assist device; 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":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0001573379,0.0003940301,0.0009059451,0.0002422681,0.0001700472,0.00009438721,0.00007942317,0.0004289254,0.000380379],"category_scores_gemma":[0.0000408947,0.0003719726,0.01784891,0.0001388911,0.00006676755,0.00007891757,0.0001175563,0.0003239891,0.0001094458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001775808,"about_ca_system_score_gemma":0.0002207708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001198057,"about_ca_topic_score_gemma":7.427011e-7,"domain_scores_codex":[0.9980302,0.00008624278,0.000435302,0.0006736878,0.0003893811,0.0003852174],"domain_scores_gemma":[0.9986188,0.00004199652,0.0001243682,0.000870893,0.0002177616,0.0001261314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001178143,0.0005520619,0.003106834,0.008266049,0.06528573,0.0002762703,0.0001818585,0.0000710599,0.0001518118,0.0001075249,0.9095603,0.0123227],"study_design_scores_gemma":[0.003937492,0.001055317,0.004302674,0.0008986818,0.02062754,0.0003053678,0.00004494108,0.0000984203,0.00002836355,0.00001908569,0.9681853,0.0004968123],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1016207,0.2262335,0.2406974,0.2402282,0.03485489,0.06007625,0.06689911,0.002617504,0.02677243],"genre_scores_gemma":[0.4675687,0.006126967,0.0009763804,0.1665127,0.01695525,0.004816269,0.1608863,0.001327051,0.1748303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3659481,"threshold_uncertainty_score":0.9998732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202379008811388,"score_gpt":0.3132419464348506,"score_spread":0.2912181563467368,"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."}}