{"id":"W2568930653","doi":"10.1186/s12873-016-0113-2","title":"Emergency department presentations for atrial fibrillation and flutter in Alberta: a large population-based study","year":2016,"lang":"en","type":"article","venue":"BMC Emergency Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; Women and Children’s Health Research Institute; University of Alberta Hospital; University of Alberta","funders":"Institute of Circulatory and Respiratory Health; Canadian Institutes of Health Research; Alberta Innovates; Alberta Health Services; Government of Alberta; Alberta Health; Children's Health Research Institute; Women and Children's Health Research Institute; Government of Canada","keywords":"Medicine; Emergency department; Atrial fibrillation; Population; Demography; Demographics; Atrial flutter; Pediatrics; Emergency medicine; Family medicine; Environmental health; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004875358,0.000210936,0.0004077346,0.0003129271,0.0001133971,0.000002540832,0.00005126453,0.00006629794,0.002034254],"category_scores_gemma":[0.001158508,0.000138147,0.000165018,0.0003514068,0.00001478913,0.0001424269,0.00002946659,0.00003768999,0.00001667345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005614154,"about_ca_system_score_gemma":0.0000371657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004791834,"about_ca_topic_score_gemma":0.003741498,"domain_scores_codex":[0.9979269,0.00009930776,0.0009235342,0.000397694,0.0003578376,0.0002947399],"domain_scores_gemma":[0.9989442,0.000347861,0.0001989039,0.0002725839,0.0001124858,0.0001239928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005223791,0.00002355505,0.9940782,0.00009557644,0.00007060777,7.395695e-7,0.0002375688,0.00004704522,0.000105433,0.0004595631,0.003797449,0.0005619283],"study_design_scores_gemma":[0.01029241,0.0005336318,0.9726334,0.00005646924,0.0003263133,4.47024e-7,0.000160769,0.001092652,0.000007842934,0.0004658441,0.01426642,0.0001637658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793705,0.0003980978,0.005847679,0.008167599,0.001992159,0.003826408,0.00001470968,0.00005120412,0.0003316755],"genre_scores_gemma":[0.9894975,0.0001300235,0.000296861,0.00002856316,0.003053965,0.00003430298,0.0001886447,0.00002960662,0.006740507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02144471,"threshold_uncertainty_score":0.998878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0791038193141641,"score_gpt":0.3921921570014391,"score_spread":0.313088337687275,"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."}}