{"id":"W2113816732","doi":"10.1158/1055-9965.epi-08-0137","title":"The Performance of Human Papillomavirus High-Risk DNA Testing in the Screening and Diagnostic Settings","year":2008,"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":"University of British Columbia","funders":"National Cancer Institute","keywords":"Papanicolaou stain; Receiver operating characteristic; Medicine; Papanicolaou Test; Internal medicine; Cervical intraepithelial neoplasia; Cervical cancer; Human papillomavirus; Oncology; Gastroenterology; 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":[0.004445679,0.0004381022,0.0003606593,0.0007711135,0.0002959382,0.00090143,0.0003516132,0.0008120145,0.001097638],"category_scores_gemma":[0.02957213,0.0002466158,0.0003335302,0.0003804768,0.0004924933,0.0008493986,0.0006255547,0.000449199,0.0002987489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004115296,"about_ca_system_score_gemma":0.0003882587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539322,"about_ca_topic_score_gemma":0.001497352,"domain_scores_codex":[0.9967622,0.001703585,0.0002314038,0.0005031869,0.0005449144,0.0002547982],"domain_scores_gemma":[0.9864911,0.008312376,0.002916053,0.000315163,0.0008727627,0.001092431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003687189,0.00004598752,0.9949698,0.00001687299,0.00005170333,0.00005281795,0.00004716139,0.0001703801,0.0001367751,0.00001390108,0.00005001924,0.004075842],"study_design_scores_gemma":[0.00002994701,0.001031901,0.994877,0.00001801849,0.00005913261,0.0007780485,0.0001458359,0.002356199,0.0004526909,0.00005187928,0.0001873558,0.00001188321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984252,0.0007330269,0.0001745377,0.0000892286,0.00001067305,0.000006297615,0.00006690846,0.000006583267,0.0004874488],"genre_scores_gemma":[0.9998077,0.0000372992,0.00006985808,0.00001296109,0.000009463328,0.000001718929,0.00003672804,5.071403e-7,0.00002398465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004445679,"threshold_uncertainty_score":0.02351135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09441738144186072,"score_gpt":0.3850264311828682,"score_spread":0.2906090497410074,"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."}}