{"id":"W2738649937","doi":"10.1002/ccd.25710","title":"SCAI/AATS/ACC/STS operator and institutional requirements for transcatheter valve repair and replacement, Part III: Pulmonic valve","year":2015,"lang":"en","type":"review","venue":"Catheterization and Cardiovascular Interventions","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Appropriate Use Criteria; Mission statement; Valve replacement; Credentialing; Consensus conference; Public relations; Medical education; Cardiology; Internal medicine; Political science","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":[0.0006742329,0.0005327389,0.001742622,0.0002497515,0.0003075725,0.0001291858,0.00007564537,0.0002590246,0.00003856718],"category_scores_gemma":[0.0000721359,0.0004560197,0.02241495,0.0001838008,0.0001832765,0.0001992703,0.0001131243,0.0001496101,0.000007525744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001683391,"about_ca_system_score_gemma":0.0002213147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001431114,"about_ca_topic_score_gemma":0.000001375285,"domain_scores_codex":[0.9973389,0.0002092711,0.0008124975,0.0009335665,0.0003950387,0.0003107287],"domain_scores_gemma":[0.9984195,0.00002661993,0.0001915484,0.0006895196,0.000273374,0.0003994766],"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":[0.0001750293,0.0009286008,0.001048668,0.03613061,0.1145471,0.00002131639,0.0003000711,0.000003718429,0.000002012482,0.0006374128,0.0009718037,0.8452336],"study_design_scores_gemma":[0.004287349,0.0005604381,0.0006562939,0.01338081,0.0719839,0.00030225,0.00006978729,0.00002388999,0.000001090801,0.00005114063,0.9081333,0.0005496885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001423595,0.9914851,0.002192552,0.00001329833,0.0004472672,0.003183205,0.0008904668,0.00009677308,0.0002677292],"genre_scores_gemma":[0.004857319,0.9889059,0.0002271178,0.00005578404,0.0002380645,0.001515533,0.003525863,0.00008918433,0.0005852215],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9071615,"threshold_uncertainty_score":0.9997892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050508873024528,"score_gpt":0.4037213310833626,"score_spread":0.2986704437809098,"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."}}