{"id":"W4307086473","doi":"10.1007/s10552-022-01642-2","title":"Prevalence of cervical human papillomavirus in Mexico, 2010–2017: analysis of 2.7 million women","year":2022,"lang":"en","type":"article","venue":"Cancer Causes & Control","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Cervical cancer; Demography; Poisson regression; Epidemiology; Public health; HPV infection; Human papillomavirus; Gynecology; Obstetrics; Internal medicine; Cancer; Population; Environmental health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005297574,0.0001499895,0.0008677212,0.0006200111,0.00007611221,0.000005741226,0.0002720226,0.00006355232,0.02585443],"category_scores_gemma":[0.0000671498,0.0001382159,0.0002441151,0.001388786,0.0001623503,0.00005284659,0.0001280338,0.0003688048,0.00000267495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000623021,"about_ca_system_score_gemma":0.0002887429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002245477,"about_ca_topic_score_gemma":0.0007903035,"domain_scores_codex":[0.9976695,0.0001752499,0.0005588655,0.0003659375,0.0008050657,0.0004253758],"domain_scores_gemma":[0.9987686,0.0001459407,0.0001752675,0.0004915415,0.0002307437,0.0001879496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002658258,0.0005199222,0.9600416,0.0008555463,0.001449832,0.00004709506,0.001424679,0.001603403,0.02352877,0.0002127091,0.0006067686,0.007051391],"study_design_scores_gemma":[0.004560119,0.0006427006,0.9889592,0.00002655601,0.0009771456,0.000001836379,0.0002823912,0.001211533,0.001662366,0.00007687879,0.001465784,0.0001335248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892905,0.007354464,0.00003263541,0.0004962595,0.0001173429,0.0005658491,0.0005212265,0.00001838165,0.001603393],"genre_scores_gemma":[0.9971957,0.0007312039,0.000005250321,0.0005531467,0.00006815907,0.0005737388,0.00001819227,0.00001829832,0.0008363511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02891754,"threshold_uncertainty_score":0.9750361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04092062007478398,"score_gpt":0.3597272261715761,"score_spread":0.3188066060967921,"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."}}