{"id":"W2893874018","doi":"10.1097/olq.0000000000000911","title":"Risk Factor Reversal in Studies of Infectious Disease: Making Counterintuitive Results Intuitive Again","year":2018,"lang":"en","type":"letter","venue":"Sexually Transmitted Diseases","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Counterintuitive; Medicine; Abstinence; Sexual abstinence; Disease; Internal medicine; Psychiatry; Population; Environmental health; Epistemology; Family planning; Research methodology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000370079,0.001061811,0.001710193,0.0007303465,0.0001314679,0.00005379006,0.0006522586,0.0006711775,0.0001051126],"category_scores_gemma":[0.006094484,0.0009974404,0.0003759436,0.0005760304,0.001108077,0.0003854009,0.0001817039,0.001795606,0.00001375154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005647092,"about_ca_system_score_gemma":0.0004115906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006617973,"about_ca_topic_score_gemma":0.0002193426,"domain_scores_codex":[0.99441,0.0008704187,0.001636097,0.001247261,0.0009755295,0.0008607224],"domain_scores_gemma":[0.992144,0.004421811,0.001328077,0.001064136,0.000880839,0.0001611557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.006023292,0.002275557,0.01187997,0.01536721,0.006482407,0.005327907,0.0244615,0.00003312996,0.0001977412,0.00315454,0.9094611,0.01533559],"study_design_scores_gemma":[0.00589243,0.002739218,0.01971414,0.01610848,0.003821291,0.00001699814,0.002676915,0.0001027727,0.0006945734,0.9110518,0.03250569,0.004675693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4588901,0.0201447,0.1032809,0.08179431,0.005113631,0.0227864,0.2907909,0.01024351,0.006955577],"genre_scores_gemma":[0.9274228,0.00366172,0.005400984,0.0565138,0.002994262,0.00104566,0.001513452,0.0006573281,0.000789993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9078972,"threshold_uncertainty_score":0.9992476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08965879946146911,"score_gpt":0.3938859154471361,"score_spread":0.304227115985667,"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."}}