{"id":"W2312279212","doi":"10.1093/jamia/ocw026","title":"Enteric disease episodes and the risk of acquiring a future sexually transmitted infection: a prediction model in Montreal residents","year":2016,"lang":"en","type":"article","venue":"Journal of the American Medical Informatics Association","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Disease; Sexually transmitted disease; Virology; Internal medicine; Human immunodeficiency virus (HIV)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002548721,0.0009018527,0.0003030254,0.000924752,0.0005221887,0.001176572,0.0009426496,0.0005276607,0.00414789],"category_scores_gemma":[0.005046105,0.0003551825,0.0008183428,0.0005875729,0.0003402919,0.0003593673,0.0007132306,0.0007027351,0.0004373369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002844604,"about_ca_system_score_gemma":0.002704276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5430753,"about_ca_topic_score_gemma":0.3097148,"domain_scores_codex":[0.9995427,0.0001826931,0.00001819767,0.0001082477,0.00005095775,0.00009720391],"domain_scores_gemma":[0.9979087,0.001118132,0.0003020215,0.00008116297,0.000360305,0.0002296331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002384525,0.000160808,0.9635575,0.00002217812,0.0001749098,0.0001798398,0.0001580441,0.02715037,0.0001473609,0.0002813786,0.001585833,0.006343364],"study_design_scores_gemma":[0.00007996949,0.0003354696,0.4330858,0.00005999139,0.0001838736,0.0001194487,0.0003326971,0.5640919,0.000162583,0.0004425452,0.001070196,0.00003559915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931757,0.0001579522,0.00320174,0.0004602213,0.00002094123,0.00008582227,0.001585322,0.00007542333,0.001236859],"genre_scores_gemma":[0.9959034,0.00009886677,0.001457674,0.00002631859,0.000009541593,0.00004303984,0.001245745,0.000007510596,0.001208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5430753,"threshold_uncertainty_score":0.9192312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005691257050701939,"score_gpt":0.2591962211943614,"score_spread":0.2535049641436594,"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."}}