{"id":"W2984340218","doi":"10.1016/j.jogc.2019.07.002","title":"Performance Indicators for Colposcopy in Ontario","year":2019,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Cancer Care Ontario; University of Toronto","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Colposcopy; Medicine; Ascus (bryozoa); Obstetrics; Gynecology; Cervical intraepithelial neoplasia; Dysplasia; Cytology; Population; Cervical cancer; Internal medicine; Pathology; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007973718,0.000322474,0.0004133736,0.001645634,0.002062332,0.001423977,0.001325383,0.0005310428,0.003486587],"category_scores_gemma":[0.00564478,0.0004886858,0.0007696284,0.004673794,0.0006284749,0.0005667563,0.001257979,0.0006987639,0.0003893867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04417379,"about_ca_system_score_gemma":0.05967473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938155,"about_ca_topic_score_gemma":0.9971253,"domain_scores_codex":[0.9980908,0.000135714,0.0001812473,0.0001587266,0.0007778532,0.0006556194],"domain_scores_gemma":[0.9913107,0.0004174532,0.001899448,0.0001281208,0.003407788,0.002836497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001047704,0.0000419013,0.9905416,0.00008016962,0.00005193326,0.00007460794,0.0008985333,0.0002959154,0.0001011274,0.0001773218,0.00391245,0.0037198],"study_design_scores_gemma":[0.000006608309,0.00001746316,0.9982168,0.00001914287,0.00001050995,0.00001312618,0.000580793,0.00020282,0.00002196684,0.00001513225,0.0008887959,0.000006835241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688543,0.0008859959,0.0001634755,0.002051318,0.00006406923,0.0001208425,0.01622741,0.00006039907,0.01157217],"genre_scores_gemma":[0.993475,0.0004151548,0.0001743559,0.00009435769,0.00001289771,0.0000322363,0.002645837,0.00001004371,0.003140137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04417379,"threshold_uncertainty_score":0.3205048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01496494845555763,"score_gpt":0.2619112564617953,"score_spread":0.2469463080062377,"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."}}