{"id":"W4406628058","doi":"10.2196/66218","title":"Establishing Syndromic Surveillance of Acute Coronary Syndrome, Myocardial Infarction, and Stroke: Registry Study Based on Routine Data From German Emergency Departments","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical emergency; Myocardial infarction; Stroke (engine); German; Preprint; Acute coronary syndrome; Emergency medicine; Cardiology; World Wide Web; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006631296,0.0005226989,0.0007675656,0.004232652,0.0003735318,0.00122497,0.0008119108,0.0004475227,0.0005502887],"category_scores_gemma":[0.01023634,0.000491712,0.0006600234,0.00412976,0.0004809874,0.00106274,0.001882242,0.000441667,0.0002545811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001024938,"about_ca_system_score_gemma":0.001728838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01015167,"about_ca_topic_score_gemma":0.01165639,"domain_scores_codex":[0.994007,0.002681977,0.0007962006,0.001186673,0.0008627162,0.0004654617],"domain_scores_gemma":[0.9917933,0.001543936,0.00353392,0.001399472,0.001101368,0.0006280047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007297825,0.00004245168,0.9979741,0.00001841652,0.00007487578,0.00006001584,0.0001221177,0.00005956742,0.0001172782,0.00003753364,0.0001549751,0.001265688],"study_design_scores_gemma":[0.00002063694,0.000101911,0.9984995,0.00001123643,0.00006636347,0.0001403697,0.0002425117,0.0005903804,0.00007872766,0.00001294756,0.0002291308,0.000006388211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99707,0.0001428171,0.0003709996,0.00002449327,0.000005860126,0.000115099,0.001922617,0.000008392667,0.0003397018],"genre_scores_gemma":[0.9940633,0.0001278935,0.0009676726,0.00003304135,0.00001224382,0.000128851,0.00461066,0.000004935339,0.00005144547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01015167,"threshold_uncertainty_score":0.03507006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03150253166555686,"score_gpt":0.3515117395051305,"score_spread":0.3200092078395737,"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."}}