{"id":"W4401219097","doi":"10.1158/1055-9965.epi-24-0655","title":"HPV Extended Genotyping to Triage Abnormal Cervical Cancer Screens—Balancing the Harms and Benefits of an Additional Triage Test before Direct Colposcopy Referral","year":2024,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Women's Health Research Institute","funders":"","keywords":"Colposcopy; Referral; Triage; Medicine; Genotyping; Cervical cancer; Population; Obstetrics; Cancer screening; Cervical screening; Cervical cancer screening; Gynecology; Cancer; Family medicine; Internal medicine; Emergency medicine; Genotype","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.01735666,0.0003371258,0.0008545638,0.0007396037,0.0005515267,0.001995942,0.00113512,0.00136932,0.002532046],"category_scores_gemma":[0.05512319,0.0002908411,0.001368794,0.0007392221,0.0006267811,0.001870571,0.001910761,0.001949938,0.0005124019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906947,"about_ca_system_score_gemma":0.00367342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006236558,"about_ca_topic_score_gemma":0.01352161,"domain_scores_codex":[0.9770656,0.01803126,0.001095146,0.001034813,0.001897959,0.0008752876],"domain_scores_gemma":[0.9819546,0.01035551,0.002806442,0.00159269,0.001544251,0.001746552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01356667,0.002369661,0.1368684,0.002277249,0.001846281,0.0003345373,0.003270462,0.00401435,0.001265684,0.003920705,0.01283983,0.8174261],"study_design_scores_gemma":[0.01499525,0.08971567,0.6160657,0.02153893,0.008884446,0.003175961,0.01324899,0.04271851,0.006564104,0.03868768,0.1437538,0.0006510888],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8879309,0.03164216,0.01411652,0.04009278,0.002208166,0.002268811,0.000654647,0.0002179448,0.02086808],"genre_scores_gemma":[0.9810402,0.003838582,0.007633236,0.004746448,0.0005184236,0.0007768311,0.0002386986,0.00003678226,0.001170827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01735666,"threshold_uncertainty_score":0.09179193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08161707564452507,"score_gpt":0.4140266625669671,"score_spread":0.332409586922442,"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."}}