{"id":"W2938012428","doi":"10.21542/gcsp.2019.2","title":"The Prospective Randomized On-X Valve Anticoagulation Clinical Trial (PROACT): Lower is better, but is it good enough?","year":2019,"lang":"en","type":"article","venue":"Global Cardiology Science and Practice","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Randomized controlled trial; Prosthesis; Surgery; Prospective cohort study; Clinical trial; Internal medicine","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":[0.003000245,0.001119382,0.002886689,0.0003229869,0.0003619655,0.001733651,0.0005234525,0.001624367,0.007370802],"category_scores_gemma":[0.005132155,0.0003191409,0.001663017,0.0003771553,0.001019907,0.00160539,0.0006445782,0.003303276,0.0006459413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003487344,"about_ca_system_score_gemma":0.0007022741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004862816,"about_ca_topic_score_gemma":0.0008294323,"domain_scores_codex":[0.9980829,0.001370391,0.0001310737,0.0001945861,0.0001410258,0.00008005057],"domain_scores_gemma":[0.9976769,0.00117378,0.0005365635,0.0001301307,0.0001317152,0.0003508936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.958465,0.001842545,0.002893475,0.002873256,0.004247596,0.00005191153,0.00007018419,0.0002995067,0.0008543754,0.001411008,0.003670793,0.02332024],"study_design_scores_gemma":[0.9532325,0.02914691,0.005407219,0.0004255703,0.004525662,0.0001065357,0.0000576642,0.0007526312,0.000302798,0.001527077,0.00448796,0.00002738586],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8893524,0.06840699,0.00292839,0.01084675,0.004042643,0.005714142,0.003006714,0.0001802183,0.0155219],"genre_scores_gemma":[0.9426944,0.0180401,0.006497352,0.01047715,0.00283472,0.005994482,0.003881993,0.00007130299,0.009508547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007370802,"threshold_uncertainty_score":0.02465779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0433560375890226,"score_gpt":0.4377114004924769,"score_spread":0.3943553629034542,"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."}}