{"id":"W4313005897","doi":"10.46234/ccdcw2022.219","title":"Prevalence of High-Risk Human Papillomavirus by Subtypes Among Rural Women Aged 35–64 Years — Guangzhou City, Guangdong Province, China, 2019–2021","year":2022,"lang":"en","type":"article","venue":"China CDC Weekly","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"Natural Science Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Human papillomavirus; China; Epidemiology; Medicine; Rural area; Demography; Environmental health; HPV infection; Geography; Cervical cancer; Internal medicine; Cancer; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008924107,0.0003054694,0.0006498388,0.000228556,0.0004484106,0.0000494625,0.0006283433,0.000116036,0.0245723],"category_scores_gemma":[0.0001201395,0.0002907052,0.0002070616,0.0005550503,0.0003637951,0.0001816703,0.0007007484,0.001162171,0.00004379952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000486773,"about_ca_system_score_gemma":0.0002640568,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01219056,"about_ca_topic_score_gemma":0.0002891161,"domain_scores_codex":[0.9965612,0.0003015832,0.0005282066,0.0005790939,0.001243252,0.0007866867],"domain_scores_gemma":[0.9984039,0.00007537723,0.0002602176,0.0008106139,0.00007972115,0.0003701642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001309509,0.001077326,0.8832548,0.001089817,0.0002865802,0.0002058834,0.003288145,0.0000437317,0.008693176,0.0002148323,0.04940911,0.05112708],"study_design_scores_gemma":[0.00252191,0.001545849,0.9912027,0.00005045023,0.00010023,0.00001229997,0.0003339975,0.00003731588,0.001223282,0.0005561607,0.002110434,0.0003054109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906322,0.00212123,0.00001274419,0.0003300846,0.0002152483,0.0009053908,0.0005144394,0.00008705579,0.005181611],"genre_scores_gemma":[0.9642404,0.0004525644,0.00004062285,0.00008875917,0.0002629013,0.0001776215,0.0001619325,0.00006729993,0.03450794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1079479,"threshold_uncertainty_score":0.9999545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00894866165072324,"score_gpt":0.2688915735228947,"score_spread":0.2599429118721715,"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."}}