{"id":"W2904652104","doi":"10.1093/eurheartj/ehy566.p5787","title":"P5787Atrial fibrillation risk factors and disease severity","year":2018,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Disease; Intensive care medicine; Internal medicine; Cardiology","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":[0.001234881,0.0002234091,0.0002726356,0.0005610871,0.0001645202,0.0006252066,0.0002787449,0.0002763504,0.01143449],"category_scores_gemma":[0.009453085,0.0001126537,0.0005409778,0.001111474,0.0002497959,0.0002887187,0.000487621,0.0006139995,0.0007291384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002324418,"about_ca_system_score_gemma":0.0004762616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002923063,"about_ca_topic_score_gemma":0.00152659,"domain_scores_codex":[0.9992728,0.0004118952,0.00005761095,0.00007520137,0.0001013467,0.00008106058],"domain_scores_gemma":[0.9934613,0.003049903,0.002251166,0.0003697635,0.0002321172,0.0006358402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002311979,0.00003468175,0.9946016,0.00002141304,0.000134246,0.00004968416,0.00002667301,0.0002786395,0.00003516646,0.0001346356,0.0002793933,0.004172663],"study_design_scores_gemma":[0.00002796277,0.0001053777,0.9973672,0.00001614114,0.00007129002,0.0002053634,0.00004051124,0.001360859,0.0000282101,0.0004173171,0.0003568488,0.000002909042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951397,0.0005690334,0.0005700524,0.000448712,0.00001356359,0.00001442134,0.001355341,0.000009779987,0.00187948],"genre_scores_gemma":[0.9988365,0.0001219833,0.0001585641,0.00001800088,0.00001924884,0.0000110561,0.0004909482,0.000002264181,0.0003413214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01143449,"threshold_uncertainty_score":0.03825217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3456260896838987,"score_gpt":0.41653020605736,"score_spread":0.07090411637346133,"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."}}