{"id":"W4303419183","doi":"10.1097/lgt.0000000000000706","title":"Genotyping and Cytology Triage of High-Risk HPV DNA Positive Women for Detection of Cervical High-Grade Lesions","year":2022,"lang":"en","type":"article","venue":"Journal of Lower Genital Tract Disease","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Medicine; Genotyping; Triage; Cytology; Gynecology; Colposcopy; Cervical cancer; Obstetrics; Internal medicine; Oncology; Pathology; Genotype; Cancer; Emergency medicine; Gene; Genetics","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":[0.001697501,0.0002976027,0.0003581799,0.0008432584,0.0002677145,0.0003736467,0.0004703231,0.0005007235,0.00141666],"category_scores_gemma":[0.004811826,0.0002767243,0.0002332859,0.0004811639,0.0001622573,0.0002743079,0.0003014205,0.0002880786,0.000645147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004186702,"about_ca_system_score_gemma":0.0006053477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00436361,"about_ca_topic_score_gemma":0.003477505,"domain_scores_codex":[0.9986852,0.0004920948,0.0001141696,0.0002329076,0.0003575922,0.0001180051],"domain_scores_gemma":[0.9984632,0.0003388516,0.0005600455,0.0001331083,0.0003030621,0.0002019052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003447552,0.00008324225,0.9915203,0.00002473577,0.00002578732,0.0001016174,0.00005933859,0.0001139344,0.001320388,0.00001054806,0.0002857753,0.006109537],"study_design_scores_gemma":[0.00005316029,0.0009731422,0.9930753,0.00001549496,0.00004035899,0.0007744476,0.00009417465,0.00235061,0.00208057,0.00003264785,0.0005024382,0.000007678153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968706,0.0003702225,0.001338809,0.00008040592,0.00001828307,0.0002129567,0.0004173074,0.00004610777,0.0006453187],"genre_scores_gemma":[0.9973843,0.0001283875,0.001658411,0.00004456954,0.00001233003,0.00009326248,0.0003826714,0.000003915503,0.0002921695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00436361,"threshold_uncertainty_score":0.008977294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953311075484589,"score_gpt":0.3003628735439217,"score_spread":0.2808297627890758,"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."}}