{"id":"W3041469580","doi":"10.1158/1940-6207.capr-20-0182","title":"A Pooled Analysis to Compare the Clinical Characteristics of Human Papillomavirus–positive and -Negative Cervical Precancers","year":2020,"lang":"en","type":"article","venue":"Cancer Prevention Research","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health; McGill University","funders":"Canada Research Chairs; Cancer Research UK; Barts Charity; World Health Organization","keywords":"Medicine; Cervical intraepithelial neoplasia; Cervical cancer; Oncology; Cytology; Internal medicine; Squamous intraepithelial lesion; Human papillomavirus; Papillomaviridae; Gynecology; Cancer; Colposcopy; Obstetrics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001576435,0.0001396063,0.0006959147,0.0002145965,0.0002380963,0.00005029826,0.0002709168,0.00007371385,0.004327531],"category_scores_gemma":[0.0006251386,0.000100991,0.0002772655,0.002074748,0.0005743485,0.00005566477,0.0003484583,0.0008549019,0.00002312998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740729,"about_ca_system_score_gemma":0.0004250013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009531832,"about_ca_topic_score_gemma":0.0008312106,"domain_scores_codex":[0.9965219,0.000885678,0.0005989226,0.0005265959,0.001056169,0.0004107459],"domain_scores_gemma":[0.9970931,0.0005936794,0.0001037096,0.0003310154,0.001245536,0.0006329303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007575842,0.0006281131,0.5610188,0.000924458,0.006129071,0.00003656488,0.006357037,0.00002427141,0.003696745,0.001121543,0.006555567,0.405932],"study_design_scores_gemma":[0.001448557,0.001166041,0.9915186,0.0000804531,0.0007289215,6.457789e-7,0.000706215,0.0007143023,0.001570723,0.0002136145,0.001744608,0.0001072736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9754707,0.0008194456,0.0004178674,0.01666102,0.0000503315,0.001887078,0.0002015523,0.00002740043,0.004464639],"genre_scores_gemma":[0.9971833,0.0005373983,0.00007877939,0.0008906136,0.0003908968,0.0002339637,0.00004124711,0.00001864773,0.0006251775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4304998,"threshold_uncertainty_score":0.9965826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2436200378106489,"score_gpt":0.5392127017797336,"score_spread":0.2955926639690847,"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."}}