{"id":"W4404308088","doi":"10.2196/58797","title":"Recent Use of Novel Data Streams During Foodborne Illness Cluster Investigations by the United States Food and Drug Administration: Qualitative Review","year":2024,"lang":"en","type":"review","venue":"JMIR Public Health and Surveillance","topic":"Food Safety and Hygiene","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food and drug administration; Cluster (spacecraft); Preprint; Environmental health; Antimicrobial drug; Medicine; Computer science; World Wide Web; Biology; Antimicrobial","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":[0.1192341,0.0005951191,0.001337559,0.01188849,0.003675759,0.007248407,0.003020378,0.001600176,0.002736435],"category_scores_gemma":[0.2996164,0.0009787229,0.001816096,0.01840545,0.004955944,0.01064127,0.01058003,0.003344356,0.000288111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01690484,"about_ca_system_score_gemma":0.03676941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03537951,"about_ca_topic_score_gemma":0.06415188,"domain_scores_codex":[0.8764113,0.09903926,0.01065492,0.002437504,0.009792825,0.001664254],"domain_scores_gemma":[0.4992709,0.4301677,0.02559527,0.006800608,0.03560264,0.002562921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002652645,0.0001203883,0.03097061,0.1393169,0.001039163,0.0008978496,0.4609465,0.0004213773,0.0006284197,0.01965065,0.02984899,0.315894],"study_design_scores_gemma":[0.00004989672,0.0001516417,0.02476728,0.2943133,0.0008246054,0.0005446103,0.4511359,0.0006987095,0.0007954125,0.004398984,0.2220863,0.0002332662],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1410293,0.6992271,0.01549144,0.1079949,0.002022787,0.004585398,0.01058926,0.000179474,0.0188803],"genre_scores_gemma":[0.5288443,0.3979259,0.03144588,0.02583532,0.0005978551,0.009501011,0.003829307,0.0002929086,0.001727494],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1192341,"threshold_uncertainty_score":0.6305776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2366235158414384,"score_gpt":0.394105352452141,"score_spread":0.1574818366107025,"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."}}