{"id":"W2982128489","doi":"10.1093/eurheartj/ehz745.0631","title":"P3782Frailty to predict unplanned hospitalizations, stroke, bleeding and death in atrial fibrillation","year":2019,"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":"McMaster University; Population Health Research Institute","funders":"","keywords":"Medicine; Hazard ratio; Atrial fibrillation; Stroke (engine); Confidence interval; Internal medicine; Proportional hazards model; Observational study; Cohort study","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":[0.0008949225,0.0003873186,0.0003172489,0.0006453248,0.000287475,0.0007473903,0.0003280869,0.0005468563,0.003364231],"category_scores_gemma":[0.003430096,0.0001900714,0.0007183111,0.0006761285,0.0002117175,0.0003354381,0.0004885645,0.0005234755,0.0003255773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002070799,"about_ca_system_score_gemma":0.0002662983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005223975,"about_ca_topic_score_gemma":0.004405581,"domain_scores_codex":[0.9996821,0.0001129386,0.00003311559,0.00007304467,0.00004491902,0.00005389743],"domain_scores_gemma":[0.9979334,0.0005901022,0.0008520712,0.0001192589,0.0001549333,0.0003503107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001668656,0.00001449289,0.9981675,0.00001032448,0.00006223628,0.00003316404,0.00001545929,0.00008643981,0.00006066958,0.000009201166,0.00008916201,0.00128451],"study_design_scores_gemma":[0.00001016911,0.00008426065,0.9986517,0.00001037664,0.00004834458,0.0001284087,0.00002781148,0.0008454093,0.00002287926,0.00005987839,0.0001075353,0.000003259065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979934,0.000728318,0.0001660368,0.0001149854,0.00001385827,0.000004331142,0.0005339367,0.000005504872,0.0004397066],"genre_scores_gemma":[0.9994615,0.0000724172,0.00005874084,0.00001462524,0.00001372174,0.000003206937,0.0002514266,0.000001147845,0.0001233134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005223975,"threshold_uncertainty_score":0.01125449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2213796843988225,"score_gpt":0.3892608180035482,"score_spread":0.1678811336047257,"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."}}