{"id":"W4406464625","doi":"10.1016/j.ymed.2016.08.082","title":"10.1016/j.ymed.2016.08.082","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Apixaban; Atrial fibrillation; Warfarin; Cardiology; Stroke (engine); Internal medicine; valvular heart disease; Thromboembolic stroke; Heart disease; Rivaroxaban","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005605838,0.0005300627,0.0003173687,0.0009601045,0.0005656632,0.001586108,0.0006013623,0.002153128,0.801335],"category_scores_gemma":[0.001927185,0.0002454996,0.0004440452,0.0005068373,0.0004690246,0.001352688,0.0009305621,0.001300783,0.6116428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006939138,"about_ca_system_score_gemma":0.001135877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00238101,"about_ca_topic_score_gemma":0.002538619,"domain_scores_codex":[0.9997476,0.00003718302,0.00003206181,0.00004741362,0.0000603585,0.00007540158],"domain_scores_gemma":[0.9990387,0.0001792757,0.0001612973,0.00003396426,0.0001373171,0.0004495225],"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":[0.0005121457,0.0004388877,0.02275236,0.0005153509,0.00006597712,0.000530721,0.0001305616,0.0002061255,0.0003162208,0.003424373,0.353409,0.6176983],"study_design_scores_gemma":[0.0002809774,0.0003171412,0.03381854,0.002888112,0.0001206225,0.005399286,0.000667781,0.0005433743,0.0005733033,0.007895801,0.9474407,0.00005423277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01692192,0.02564105,0.001761129,0.03734754,0.005518171,0.0001256406,0.008038871,0.001059127,0.9035865],"genre_scores_gemma":[0.08362396,0.01300324,0.002488918,0.006801975,0.003637448,0.0001648584,0.004517113,0.0003144147,0.8854481],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.198665,"threshold_uncertainty_score":0.2833714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122847620261292,"score_gpt":0.2447679457692949,"score_spread":0.2235394695666819,"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."}}