{"id":"W2940941194","doi":"10.1158/1055-9965.epi-18-1338","title":"Predictive Value of HPV Testing in Self-collected and Clinician-Collected Samples Compared with Cytology in Detecting High-grade Cervical Lesions","year":2019,"lang":"en","type":"article","venue":"Cancer Epidemiology Biomarkers & Prevention","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; McGill University Health Centre; McGill University","funders":"Canadian Institutes of Health Research; Government of Canada","keywords":"Medicine; Cytology; Cervical intraepithelial neoplasia; Colposcopy; Predictive value; Gynecology; Cervical screening; Cervical cancer; Confidence interval; Human papillomavirus; Cytopathology; Obstetrics; Positive predicative value; Biopsy; Cervical cancer screening; Internal medicine; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001941736,0.0002427265,0.001246107,0.0005585903,0.00007825156,0.000004356087,0.0001310084,0.0003855723,0.0004176125],"category_scores_gemma":[0.002193873,0.0002073991,0.00009214043,0.001514675,0.0002870875,0.00007831333,0.0001069228,0.0006199088,0.000002496537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004972788,"about_ca_system_score_gemma":0.0006414129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005930557,"about_ca_topic_score_gemma":0.01129426,"domain_scores_codex":[0.9958526,0.001530197,0.001095722,0.00071633,0.000177908,0.0006272501],"domain_scores_gemma":[0.9946073,0.004316205,0.0003857276,0.0002788354,0.0002423762,0.0001695484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004042509,0.0002728927,0.9769641,0.0003910433,0.0002918156,0.00001257108,0.0002430102,0.0002680995,0.001035218,0.00008390815,0.00007509379,0.01631973],"study_design_scores_gemma":[0.006858791,0.001400697,0.9689689,0.0004040409,0.0001395933,0.00002700345,0.000276997,0.01956159,0.0003929558,0.001761068,0.00003504294,0.0001733463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935434,0.002343482,0.0004787492,0.0010431,0.0001449724,0.001639775,0.00002001174,0.00006850618,0.0007180299],"genre_scores_gemma":[0.9914688,0.0003057424,0.007619947,0.0001735933,0.00006104653,0.0002374236,0.00005546083,0.00002789502,0.00005006748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01929349,"threshold_uncertainty_score":0.8965268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0894671074484993,"score_gpt":0.3900311008113675,"score_spread":0.3005639933628683,"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."}}