{"id":"W2899600333","doi":"10.1177/2048872618799748","title":"Atrial fibrillation detected initially during acute medical illness: A systematic review","year":2018,"lang":"en","type":"review","venue":"European Heart Journal Acute Cardiovascular Care","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research; Canadian Cardiovascular Society; McMaster University","keywords":"Atrial fibrillation; Medicine; Intensive care medicine; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003627797,0.0009985022,0.007660883,0.0006076682,0.0005784272,0.0002646168,0.000554767,0.0003939457,0.0002414762],"category_scores_gemma":[0.002293054,0.0007138371,0.01838302,0.0009178725,0.0001067728,0.0002566722,0.0004507235,0.001192649,0.001149972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004600961,"about_ca_system_score_gemma":0.0005860593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001064286,"about_ca_topic_score_gemma":2.123827e-7,"domain_scores_codex":[0.9883732,0.004223649,0.002936771,0.0008326342,0.002977123,0.0006566693],"domain_scores_gemma":[0.99564,0.0002103669,0.001092212,0.001318006,0.0009888966,0.0007505544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006429337,0.000001682839,0.000008132147,0.8544292,0.06750739,0.009054369,0.0001236334,0.00000329631,2.58486e-7,0.000001472975,0.0008513523,0.06795493],"study_design_scores_gemma":[0.0009696549,0.0001024011,0.00001564618,0.3527175,0.1109229,0.02468617,0.00002110187,0.000001237945,3.191782e-7,3.306354e-7,0.5101088,0.0004539644],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000152682,0.9922414,0.0001708075,0.0001172201,0.001702227,0.004585559,0.00004588587,0.0002419053,0.0008797694],"genre_scores_gemma":[0.00003613442,0.9781286,0.0002379591,0.0001832218,0.02050162,0.000006880727,0.0003185781,0.0003056107,0.0002814631],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5092574,"threshold_uncertainty_score":0.9996278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06947975654233149,"score_gpt":0.3581959942750484,"score_spread":0.2887162377327169,"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."}}