{"id":"W4387203851","doi":"10.1016/j.lana.2023.100598","title":"Colposcopy referral rates post-introduction of primary screening with human papillomavirus testing: evidence from a large British Columbia cohort study","year":2023,"lang":"en","type":"article","venue":"The Lancet Regional Health - Americas","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Canadian Centre for Applied Research in Cancer Control; BC Cancer Agency; Simon Fraser University; BC Centre for Disease Control; University of British Columbia; Women's Health Research Institute","funders":"National Cancer Institute; Canadian Institutes of Health Research; National Institutes of Health; Michael Smith Health Research BC","keywords":"Colposcopy; Referral; Medicine; Triage; Cervical screening; Cohort; Cervical cancer; Obstetrics; Gynecology; Population; Cytology; Cohort study; Ascus (bryozoa); Hazard ratio; Cancer; Family medicine; Internal medicine; Confidence interval; Emergency medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003508458,0.0005868165,0.001009429,0.001683651,0.001567993,0.002096836,0.00231301,0.0009221067,0.003675012],"category_scores_gemma":[0.01821776,0.0007537672,0.001115264,0.003614224,0.001065752,0.0004370315,0.0010571,0.001010444,0.0005447821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006088373,"about_ca_system_score_gemma":0.006478284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8787536,"about_ca_topic_score_gemma":0.8992429,"domain_scores_codex":[0.9958775,0.001088904,0.0003981287,0.0008837068,0.001159382,0.0005922638],"domain_scores_gemma":[0.9807205,0.003740668,0.004365447,0.002208827,0.006702035,0.002262568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005848439,0.00006775834,0.9918696,0.0002097418,0.0006257074,0.0001073508,0.000356322,0.00005553969,0.00006170462,0.00002732778,0.001408845,0.004625184],"study_design_scores_gemma":[0.00004699428,0.00005245116,0.9986333,0.0001159661,0.0003562528,0.00006160608,0.0002297227,0.00009393098,0.00001785046,0.00001313025,0.0003676552,0.00001111621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869113,0.006695617,0.000100141,0.0004009074,0.00005804662,0.0001001979,0.002987869,0.00001964431,0.002726299],"genre_scores_gemma":[0.9962248,0.001623429,0.0000833492,0.0001763012,0.00001416636,0.00004747192,0.001063162,0.000009317373,0.0007580753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1212464,"threshold_uncertainty_score":0.2439209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2173564846757036,"score_gpt":0.4367861157425689,"score_spread":0.2194296310668653,"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."}}