{"id":"W4416111090","doi":"10.2196/82879","title":"County-Level Influenza-Attributable Emergency Department Visits and Their Spatial Correlates in the United States: Cross-Sectional Observational Study","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Observational study; Socioeconomic status; Spatial epidemiology; Epidemiology; Disease; Public health","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":[0.001177138,0.0002990316,0.0004666488,0.0009894727,0.0004272572,0.0005595504,0.0006303507,0.0003962672,0.0008018471],"category_scores_gemma":[0.00380016,0.0005010489,0.0006361812,0.00237348,0.0002839443,0.0005870241,0.0007716873,0.0007273618,0.00020381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006434259,"about_ca_system_score_gemma":0.0007670343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05159315,"about_ca_topic_score_gemma":0.06116764,"domain_scores_codex":[0.9989366,0.0003174235,0.0001726867,0.000325517,0.0001433116,0.0001044903],"domain_scores_gemma":[0.9966144,0.0006433434,0.00148667,0.0003624978,0.000596453,0.0002967426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001892809,0.00002355955,0.9987639,0.00001787958,0.0001220309,0.00002257121,0.00005659242,0.00007512572,0.0000250909,0.00001615371,0.0004314995,0.0004267203],"study_design_scores_gemma":[0.000005320454,0.00003086671,0.9987339,0.00001940711,0.00006914233,0.00009063237,0.000256247,0.0003750617,0.00001773108,0.00002546799,0.0003715851,0.000004729773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918013,0.0007024049,0.0004475935,0.0000976609,0.00001495167,0.00003531839,0.006487723,0.00001699541,0.0003960927],"genre_scores_gemma":[0.9949443,0.0003486015,0.0004361494,0.00008803316,0.000014858,0.00005955957,0.004012184,0.000005500997,0.00009087285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05159315,"threshold_uncertainty_score":0.1025857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.213803491198736,"score_gpt":0.4441208967807969,"score_spread":0.2303174055820609,"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."}}