{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002850221,0.00008304335,0.0002808415,0.0001557956,0.0001136405,0.00001352732,0.0001853855,0.00007884841,0.00001631539],"category_scores_gemma":[0.003749772,0.00003732977,0.000121061,0.0002945263,0.0004158034,0.0002947385,0.00005732614,0.0004823323,0.000003000166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002264204,"about_ca_system_score_gemma":0.0001662182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003381204,"about_ca_topic_score_gemma":0.00009691805,"domain_scores_codex":[0.9980231,0.0007063459,0.0007389658,0.00005636183,0.00031612,0.0001591152],"domain_scores_gemma":[0.9973298,0.0006715636,0.001556574,0.0001555413,0.0002446271,0.00004184436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001262935,0.0001863596,0.9387841,0.00003460776,0.000549183,8.422732e-7,0.003364275,0.0007957211,0.0012382,0.00006688142,0.0009606885,0.05275626],"study_design_scores_gemma":[0.002705572,0.0001288123,0.9918427,0.0001236407,0.0001043819,0.00002966615,0.0003573896,0.003445498,0.0001890936,0.0009551908,0.00007429356,0.00004369227],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901844,0.0001600541,0.005246134,0.003896924,0.0002707826,0.0001696788,0.0000197205,0.000005881067,0.00004642652],"genre_scores_gemma":[0.9969302,0.00270625,0.00005165467,0.00009143666,0.00008190345,0.000007511499,0.000001121178,0.00000456379,0.0001253319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05305872,"threshold_uncertainty_score":0.4489098,"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."}}