{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001525191,0.00005985055,0.000211034,0.00002691417,0.00002809991,0.000007281382,0.00002767575,0.0000309358,0.0001060699],"category_scores_gemma":[0.000191209,0.00004844651,0.00001290479,0.000175654,0.00003589608,0.00004338306,0.00004997446,0.0001281777,0.000002092456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004567481,"about_ca_system_score_gemma":0.00001138394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008488854,"about_ca_topic_score_gemma":0.0001382614,"domain_scores_codex":[0.9993577,0.00003503241,0.0001378837,0.0001778606,0.0002035678,0.00008795353],"domain_scores_gemma":[0.9997077,0.00001928482,0.0000295309,0.00008154223,0.00007233828,0.00008961206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001785912,0.00005548293,0.9972223,0.0001669954,0.00001141377,0.000002978941,0.000769894,9.48716e-8,0.0003440437,0.00002086995,0.0001666906,0.001060658],"study_design_scores_gemma":[0.001195913,0.001204772,0.9972082,0.00001280372,0.00003238727,5.553194e-7,0.00004222437,0.0000561096,0.00003146764,0.0001583008,0.00001419625,0.00004301632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984725,0.0004788453,0.000004614357,0.0004075702,0.000008319159,0.0003751053,0.00003266965,0.00001058169,0.0002098462],"genre_scores_gemma":[0.999707,0.00005969667,0.00000426267,0.00001992541,0.00009960079,0.000005884012,0.00004882659,0.000005054299,0.00004972627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001234575,"threshold_uncertainty_score":0.1975591,"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."}}