{"id":"W2793572290","doi":"10.1371/journal.pone.0191736","title":"Risk factors for heart failure hospitalizations among patients with atrial fibrillation","year":2018,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"St. Jude Medical; Merck Sharp and Dohme; Schweizerische Herzstiftung; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Boehringer Ingelheim; Sanofi; Bayer; Universität Basel; Bristol-Myers Squibb; Daiichi-Sankyo; Pfizer; LivaNova; Boston Scientific Corporation; National Science Foundation","keywords":"Medicine; Atrial fibrillation; Internal medicine; Heart failure; Cardiology; Body mass index; Blood pressure; Cohort; Population","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":[0.0003182355,0.0002633287,0.000270368,0.0003724921,0.0002611104,0.0003869931,0.0002135438,0.0003948399,0.001394873],"category_scores_gemma":[0.001093303,0.0001687386,0.0003675901,0.0004723839,0.0001514374,0.0002629451,0.0002165843,0.0005217626,0.0001933861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001768519,"about_ca_system_score_gemma":0.0002291964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003251485,"about_ca_topic_score_gemma":0.003717551,"domain_scores_codex":[0.9997877,0.00004789646,0.00001877481,0.00005481937,0.00004686035,0.00004384642],"domain_scores_gemma":[0.9993275,0.0001284055,0.0003083298,0.00003578334,0.00005401125,0.0001460635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005232418,0.000018696,0.9993254,0.000003008069,0.00001469965,0.00002881599,0.00001016488,0.00001815889,0.00007160385,0.000003271581,0.00005664941,0.0003972331],"study_design_scores_gemma":[0.000007021133,0.00004107616,0.9996413,0.000002391736,0.00001109999,0.0001091976,0.00002072497,0.0001037563,0.00001290541,0.000009328372,0.00003985086,0.000001409294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989873,0.0002721154,0.00006547133,0.00005340465,0.000009774526,0.000006503543,0.0003366749,0.000004297829,0.0002645153],"genre_scores_gemma":[0.9994941,0.0000685435,0.00004036211,0.00002262585,0.00001569288,0.00000684229,0.0002911364,9.231842e-7,0.00005982759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003251485,"threshold_uncertainty_score":0.006465137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03618867726167341,"score_gpt":0.2660139572555209,"score_spread":0.2298252799938475,"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."}}