{"id":"W4400262973","doi":"10.2196/54551","title":"Syndromic Surveillance Tracks COVID-19 Cases in University and County Settings: Retrospective Observational Study","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"SARS-CoV-2 detection and testing","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Negative binomial distribution; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Outbreak; Emergency medicine; Observational study; Demography; Statistics; Internal medicine; Virology","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":[0.001442841,0.0003588888,0.0004694667,0.001400947,0.0008460068,0.0009670651,0.0007007208,0.0004615104,0.001302923],"category_scores_gemma":[0.004607282,0.0005803729,0.0004815536,0.002158877,0.0004559037,0.0007469004,0.00125137,0.0006972496,0.0003036454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001081935,"about_ca_system_score_gemma":0.001515249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.031782,"about_ca_topic_score_gemma":0.03797389,"domain_scores_codex":[0.9981734,0.0005762262,0.0002247848,0.0004581313,0.0002616347,0.0003058173],"domain_scores_gemma":[0.9948859,0.0006625917,0.002311583,0.0004456927,0.0007808281,0.0009133238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000026113,0.00003480148,0.9992827,0.000007581408,0.00001875112,0.00003239576,0.0001141041,0.00001903624,0.00003689572,0.000007113269,0.000112634,0.0003079434],"study_design_scores_gemma":[0.000006236615,0.0001701046,0.9981384,0.00001446319,0.00002952475,0.0002187799,0.0008712511,0.0002827253,0.00004014845,0.00000960472,0.0002130292,0.000005721293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990416,0.0001062133,0.00009671893,0.00001618362,0.000002387895,0.00001837998,0.0005891215,0.000004764028,0.0001245201],"genre_scores_gemma":[0.9989792,0.00007788066,0.0001461698,0.00002399077,0.000005015052,0.00002332993,0.0006826493,0.000002395818,0.00005936766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.031782,"threshold_uncertainty_score":0.06319404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1004661570662528,"score_gpt":0.3635568617186963,"score_spread":0.2630907046524434,"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."}}