{"id":"W2025935427","doi":"10.1097/olq.0000000000000120","title":"A Critical Appraisal of Risk Models for Predicting Sexually Transmitted Infections","year":2014,"lang":"en","type":"review","venue":"Sexually Transmitted Diseases","topic":"Reproductive tract infections research","field":"Immunology and Microbiology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Checklist; Critical appraisal; Medicine; Receiver operating characteristic; Benchmark (surveying); Calibration; Risk assessment; Predictive modelling; MEDLINE; Population; Machine learning; Statistics; Computer science; Environmental health; Alternative medicine; Psychology; Pathology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009702203,0.001082762,0.003286861,0.001084266,0.0006892363,0.00007834253,0.0008146716,0.001252593,0.0003212494],"category_scores_gemma":[0.007694674,0.0009610052,0.001663262,0.001030849,0.001253593,0.0004301354,0.00007235334,0.00171466,0.0001076048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111038,"about_ca_system_score_gemma":0.001448334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001639706,"about_ca_topic_score_gemma":0.00004763212,"domain_scores_codex":[0.9926561,0.002198444,0.001984293,0.001684491,0.0002604745,0.001216192],"domain_scores_gemma":[0.9774855,0.01944953,0.0005785091,0.001312807,0.0009608187,0.0002128053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00043412,0.00473685,0.0003039464,0.04033892,0.005102927,0.00000724242,0.0007337011,0.0002105534,0.0001395097,0.005034118,0.001169383,0.9417887],"study_design_scores_gemma":[0.003998339,0.002701077,0.0003444791,0.006331565,0.01720656,0.0002617578,0.0004437592,0.0002864447,0.00007968825,0.003554692,0.9626402,0.002151399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006007459,0.9040229,0.08101159,0.00003944171,0.001844364,0.002839091,0.008712975,0.0005287191,0.0004001341],"genre_scores_gemma":[0.01754983,0.9745231,0.0004773551,0.00001836326,0.0005313097,0.002489037,0.003807128,0.0003367831,0.0002670389],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9614708,"threshold_uncertainty_score":0.999284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03663785270379642,"score_gpt":0.3681387496158454,"score_spread":0.3315008969120489,"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."}}