{"id":"W4312822550","doi":"10.2196/38868","title":"Automating Case Reporting of Chlamydia and Gonorrhea to Public Health Authorities in Illinois Clinics: Implementation and Evaluation of Findings","year":2022,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Gonorrhea; Chlamydia; Public health; Medicine; Environmental health; Family medicine; Nursing; Immunology","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":[0.02581151,0.0008025599,0.0004129943,0.003211191,0.001287687,0.002582745,0.002582914,0.0006226191,0.002085101],"category_scores_gemma":[0.0675968,0.000638254,0.0005059827,0.001545691,0.00105792,0.001602358,0.003991154,0.0007902119,0.000606675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004563091,"about_ca_system_score_gemma":0.01320982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05046459,"about_ca_topic_score_gemma":0.0589929,"domain_scores_codex":[0.9755462,0.01243959,0.002186202,0.003208299,0.004981913,0.001637733],"domain_scores_gemma":[0.9091231,0.04048881,0.01187594,0.00646937,0.02814676,0.003896086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001233445,0.004346543,0.6270441,0.001181613,0.0001191366,0.0006053111,0.01294508,0.004585321,0.005721622,0.0004989083,0.006584029,0.335135],"study_design_scores_gemma":[0.0006446968,0.008343088,0.8329383,0.001520586,0.0004439236,0.0008439609,0.02974614,0.08430199,0.01985901,0.0006688468,0.02037317,0.0003163544],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747934,0.000286851,0.01080808,0.000858406,0.00004805397,0.005822297,0.00116216,0.001938297,0.004282365],"genre_scores_gemma":[0.9029424,0.0005202058,0.08681995,0.0005986667,0.00004774075,0.003555926,0.00354804,0.0000969712,0.001870084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05046459,"threshold_uncertainty_score":0.136506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1319230939144393,"score_gpt":0.4525837904196232,"score_spread":0.3206606965051839,"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."}}