{"id":"W3012774530","doi":"10.7717/peerj.8709","title":"Prevalence and type distribution of human papillomavirus in a Chinese urban population between 2014 and 2018: a retrospective study","year":2020,"lang":"en","type":"article","venue":"PeerJ","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Medicine; Coinfection; HPV infection; Beijing; Population; Demography; Virology; Internal medicine; China; Environmental health; Virus; Cervical cancer; Cancer; Geography","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":[0.0006358378,0.0004007532,0.0005945703,0.001636602,0.001122765,0.0006541125,0.0006284087,0.0004587649,0.001938489],"category_scores_gemma":[0.001305403,0.0005897884,0.0004708682,0.001986574,0.0005756016,0.0008479034,0.0005117799,0.0002810425,0.0003373139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009747493,"about_ca_system_score_gemma":0.001370424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02150277,"about_ca_topic_score_gemma":0.01699397,"domain_scores_codex":[0.9993105,0.00005713306,0.0001209189,0.0002614521,0.0001465413,0.0001035227],"domain_scores_gemma":[0.9992182,0.00007643594,0.0002373823,0.00008841563,0.0002162673,0.0001632245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002670986,0.00002029154,0.9986562,0.0000333062,0.000027538,0.0001529466,0.00019658,0.000009251091,0.00007765786,0.000009807192,0.0001183907,0.0006714125],"study_design_scores_gemma":[0.000006245553,0.00006953043,0.9980277,0.00001448509,0.00005921001,0.0004898474,0.0007393043,0.00006566313,0.00005921853,0.00001943912,0.0004418922,0.00000736396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998166,0.0003727393,0.00007515884,0.00003189986,0.000008687938,0.00006514786,0.0008524882,0.000006120364,0.0004217382],"genre_scores_gemma":[0.9978184,0.000355618,0.00009142097,0.0000568596,0.00002063043,0.00009369559,0.0012065,0.000004423045,0.0003524983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02150277,"threshold_uncertainty_score":0.04275519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03743866894579227,"score_gpt":0.3655559370382316,"score_spread":0.3281172680924393,"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."}}