{"id":"W2609338953","doi":"10.1016/j.pvr.2017.04.005","title":"Detection of cervical precancerous lesions with Aptima HPV assays using SurePath preservative fluid specimens","year":2017,"lang":"en","type":"article","venue":"Papillomavirus Research","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Hospital; Thunder Bay Regional Health Sciences Centre; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Colposcopy; Cervical intraepithelial neoplasia; Cervical screening; Gynecology; Internal medicine; Cervical cancer; Cancer","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":[0.002782485,0.0006681549,0.0006370853,0.00258228,0.000373809,0.0005740492,0.000895215,0.0006974975,0.004306815],"category_scores_gemma":[0.00539901,0.0008173223,0.000718714,0.001012802,0.0006361294,0.0005949901,0.001070503,0.0003924398,0.001086018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004036863,"about_ca_system_score_gemma":0.0004004166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001402956,"about_ca_topic_score_gemma":0.003367611,"domain_scores_codex":[0.9961007,0.0008873331,0.0003570163,0.0008461026,0.001622678,0.0001862289],"domain_scores_gemma":[0.9968355,0.0009186536,0.0005709775,0.0007560235,0.0007747086,0.000144171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003663285,0.0002413052,0.5533789,0.0009724052,0.0002932076,0.001173421,0.00125882,0.0006353763,0.3691394,0.0001960574,0.001058605,0.06798924],"study_design_scores_gemma":[0.00007811472,0.003561503,0.8077127,0.0001607919,0.000209446,0.005585212,0.000439871,0.002633039,0.1745446,0.0001625447,0.004854574,0.00005765419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823913,0.002301554,0.009012599,0.00008239532,0.00004935059,0.0005184889,0.001197939,0.0003330147,0.004113496],"genre_scores_gemma":[0.9614726,0.001160636,0.0308243,0.0001787831,0.00003557689,0.0004565748,0.00243832,0.00008259167,0.003350696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004306815,"threshold_uncertainty_score":0.01471531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2477037235525577,"score_gpt":0.4590682698709665,"score_spread":0.2113645463184088,"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."}}