{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4654539,0.004353116,0.009915416,0.02711962,0.003010519,0.0137284,0.01002825,0.006780937,0.003051945],"category_scores_gemma":[0.7708134,0.002986689,0.01645527,0.01178883,0.00695502,0.01123457,0.005832057,0.009061291,0.0007374181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01970246,"about_ca_system_score_gemma":0.0440487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005546618,"about_ca_topic_score_gemma":0.005445629,"domain_scores_codex":[0.4930166,0.3269328,0.1185305,0.00755237,0.05235553,0.001612103],"domain_scores_gemma":[0.1048587,0.769042,0.0434883,0.01177978,0.06955291,0.001278311],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001188791,0.0001072618,0.004705866,0.615433,0.01392097,0.0004342124,0.00533091,0.003683178,0.0004146515,0.0119523,0.01737065,0.3254583],"study_design_scores_gemma":[0.0005153427,0.0007687729,0.003369466,0.890918,0.02024896,0.0005895277,0.002029972,0.004616459,0.001118168,0.01917575,0.05635678,0.0002928537],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004668279,0.9055756,0.03560266,0.03350845,0.006141271,0.01029846,0.001217878,0.000219488,0.002767893],"genre_scores_gemma":[0.1403727,0.6013558,0.2115242,0.01462987,0.004859878,0.02457718,0.00171203,0.0002082556,0.0007601152],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5345461,"threshold_uncertainty_score":0.6591906,"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."}}