{"id":"W2150044919","doi":"10.2146/ajhp110203","title":"Impact of atrial fibrillation and oral anticoagulation on hospital costs and length of stay","year":2012,"lang":"en","type":"article","venue":"American Journal of Health-System Pharmacy","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thomson Reuters (Canada)","funders":"","keywords":"Medicine; Warfarin; Atrial fibrillation; Cohort; Emergency medicine; Demographics; Multivariate analysis; Retrospective cohort study; Internal medicine; Demography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009678908,0.0001212502,0.0007372982,0.000249519,0.0000448986,0.000007713431,0.00002874907,0.0000165908,0.0000112987],"category_scores_gemma":[0.00009053536,0.0000897193,0.0001913026,0.0001920627,0.00008566837,0.0002513563,0.00001669019,0.00008247431,7.768407e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001589836,"about_ca_system_score_gemma":0.0001153397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053345,"about_ca_topic_score_gemma":4.481784e-7,"domain_scores_codex":[0.9983066,0.0002331125,0.0008570769,0.0000831293,0.0003361417,0.0001839743],"domain_scores_gemma":[0.9976141,0.0002130255,0.001722679,0.0000842868,0.0001604223,0.0002054899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001184337,0.000009490498,0.8423448,0.0001506875,0.0002262162,9.649782e-7,0.0004379541,0.00005841682,0.0002774493,0.00009115801,0.00006618075,0.1551523],"study_design_scores_gemma":[0.004315014,0.00352556,0.9891058,0.0002479888,0.0002046711,0.00006962662,0.0005789028,0.0006014261,0.0001648863,0.000002368322,0.001098289,0.00008549348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955309,0.001677122,0.0001730089,0.00189082,0.0003034277,0.0003649706,0.000008658565,0.000007893619,0.00004318317],"genre_scores_gemma":[0.9979391,0.0005683026,0.0004642736,0.0000218158,0.000983218,7.389075e-8,0.000003876091,0.00001334339,0.000006015495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1550668,"threshold_uncertainty_score":0.3658647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0541193607513667,"score_gpt":0.4115071387282793,"score_spread":0.3573877779769126,"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."}}