{"id":"W4205483982","doi":"10.2196/36361","title":"Foodborne Outbreak Investigation in Al-Ahsa, Saudi Arabia, 2021: A Retrospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"Iproceedings","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outbreak; Medicine; Vomiting; Retrospective cohort study; Abdominal pain; Transmission (telecommunications); Cohort; Pediatrics; Diarrhea; Medical record; Family history; Environmental health; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000873224,0.0001486864,0.0002425487,0.00003391494,0.0004531697,0.0000532382,0.0002841096,0.00003699927,0.0008589732],"category_scores_gemma":[0.00009243293,0.00007506565,0.00005919972,0.001093867,0.00005144085,0.0002034831,0.0002282485,0.0003200536,0.00003066988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001899805,"about_ca_system_score_gemma":0.00001191033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797359,"about_ca_topic_score_gemma":0.001267308,"domain_scores_codex":[0.9983844,0.00005175852,0.0002752532,0.0005081468,0.0004817473,0.0002987468],"domain_scores_gemma":[0.9996246,0.00004302497,0.0001197668,0.00004579468,0.00008422231,0.00008264789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006284218,0.000253382,0.9678919,0.0000023772,0.00001721771,0.000008826536,0.001349044,0.000007647604,0.02414195,0.0003497913,0.002374016,0.003540958],"study_design_scores_gemma":[0.0002892031,0.001408395,0.9858446,0.000007072948,0.00001151722,0.000005666025,0.005181587,0.0000539784,0.0003411435,0.00137395,0.005290966,0.0001919959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909195,0.00005421653,1.589719e-7,0.004940172,0.0001406354,0.0006124576,0.00002712768,0.00005929502,0.003246492],"genre_scores_gemma":[0.99844,0.0000119219,0.00001855899,0.0007682575,0.0001313657,0.0002318875,0.00003333891,0.000001697029,0.0003629522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02380081,"threshold_uncertainty_score":0.9405155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172231420357226,"score_gpt":0.2196440750088635,"score_spread":0.2024209329731409,"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."}}