{"id":"W4386865997","doi":"10.1016/j.jns.2023.120814","title":"Cost of treatment failure: Medicare spending on stroke for atrial fibrillation patients not receiving anticoagulation","year":2023,"lang":"en","type":"article","venue":"Journal of the Neurological Sciences","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Seneca Polytechnic","funders":"","keywords":"Medicine; Atrial fibrillation; Beneficiary; Emergency medicine; Stroke (engine); Population; Internal medicine; Finance; Environmental health; Business","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":[0.0009282203,0.0003706874,0.0006033335,0.001871431,0.0006744007,0.002283191,0.0004892628,0.00160776,0.006018896],"category_scores_gemma":[0.01410419,0.0003579625,0.002269571,0.002645629,0.0004449963,0.001196417,0.001309,0.002063864,0.0004188236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004522149,"about_ca_system_score_gemma":0.003650264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04661435,"about_ca_topic_score_gemma":0.06367702,"domain_scores_codex":[0.9975187,0.0008149016,0.0003347449,0.0001620485,0.0005581451,0.0006114648],"domain_scores_gemma":[0.9929958,0.001283486,0.00336223,0.0001934889,0.0007811149,0.001383839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001044465,0.0002658209,0.9290957,0.0002268793,0.002063916,0.0005863231,0.0001596667,0.003012209,0.0003705947,0.004860426,0.02110685,0.03720717],"study_design_scores_gemma":[0.0001332632,0.0002880402,0.9757802,0.0003506517,0.0009746018,0.002007155,0.0005886797,0.005564182,0.000154494,0.002333678,0.01178247,0.00004255669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8877394,0.014229,0.001008732,0.03818605,0.0008899457,0.00008683441,0.0264413,0.0001136014,0.03130526],"genre_scores_gemma":[0.9902791,0.001602963,0.0002775389,0.001397272,0.0004064323,0.00001911539,0.004758317,0.00001193304,0.001247322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04661435,"threshold_uncertainty_score":0.09268606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1627344357517116,"score_gpt":0.3789595399845239,"score_spread":0.2162251042328122,"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."}}