{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00280039,0.0002965245,0.0003346427,0.0008380796,0.0001434017,0.0005977916,0.0003118237,0.0005426254,0.001086898],"category_scores_gemma":[0.01384987,0.0001772677,0.0003873164,0.000410744,0.000281206,0.0003359453,0.000268306,0.0004335906,0.0001648217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002651337,"about_ca_system_score_gemma":0.000258875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001859434,"about_ca_topic_score_gemma":0.001489789,"domain_scores_codex":[0.9981804,0.0009475479,0.0001241738,0.0002617404,0.0004089203,0.00007709779],"domain_scores_gemma":[0.9882212,0.008705253,0.001417644,0.0004376641,0.0007530227,0.0004651574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003195531,0.00003336126,0.9972627,0.00001270897,0.00005486458,0.00001747597,0.00002181921,0.0001457424,0.000219815,0.000006774339,0.00004275031,0.001862415],"study_design_scores_gemma":[0.00003929208,0.0006915545,0.9915178,0.00001771506,0.00009443369,0.0003636615,0.0001255197,0.005920673,0.0010549,0.00005034341,0.0001171572,0.00000693479],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989691,0.0003145589,0.0002212422,0.00002929257,0.000009879271,0.00001020697,0.0001473275,0.000008179494,0.0002902507],"genre_scores_gemma":[0.9996189,0.00003955482,0.000134254,0.000009772986,0.000006426075,0.000004077368,0.0001347512,0.000001051651,0.00005118433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00280039,"threshold_uncertainty_score":0.01481009,"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."}}