{"id":"W2110799663","doi":"10.1093/aje/kwt242","title":"Re: \"The 'Case-Chaos Study' l Adjunct or Alternative to Conventional Case-Control Study Methodology\"","year":2013,"lang":"en","type":"letter","venue":"American Journal of Epidemiology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Fogarty International Center; Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Science and Technology Directorate; National Institutes of Health; U.S. Department of Homeland Security","keywords":"Adjunct; CHAOS (operating system); Medicine; Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0170679,0.0008123282,0.005442512,0.0007125373,0.0001982523,0.00002081394,0.0009546317,0.0003183315,0.002295184],"category_scores_gemma":[0.03602089,0.000463177,0.0008678545,0.0005733208,0.00116763,0.0001218168,0.0002671923,0.004329856,0.0002238498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003620099,"about_ca_system_score_gemma":0.0005920051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002786275,"about_ca_topic_score_gemma":0.0005749788,"domain_scores_codex":[0.9653403,0.02873459,0.003267769,0.001023021,0.0005682499,0.001066098],"domain_scores_gemma":[0.9498546,0.04202525,0.004769618,0.001477164,0.001271402,0.0006020098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.002111139,0.0005118895,0.04403606,0.00002812299,0.005575672,0.2691942,0.000556692,0.00008793384,0.000002182023,0.000006519213,0.6630229,0.01486673],"study_design_scores_gemma":[0.01501264,0.06157075,0.07151882,0.0003448705,0.00795185,0.435908,0.02669167,0.0002974918,0.00000125116,0.000795275,0.3785483,0.001359089],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1608569,0.001021698,0.01921459,0.8075601,0.003495996,0.006464896,0.001192114,0.00006942808,0.0001242146],"genre_scores_gemma":[0.2619571,0.00005034808,0.01033445,0.7178608,0.008459567,0.0003151833,0.00006233947,0.0001429683,0.000817201],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2844746,"threshold_uncertainty_score":0.999782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1509930480735552,"score_gpt":0.4254732491526597,"score_spread":0.2744802010791045,"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."}}