{"id":"W4414910204","doi":"10.30683/1927-7229.2025.14.07","title":"Prevalence and Type Distribution of Human Papilloma Virus (HPV) in Oral, Oropharyngeal, Cervical, and Vulvovaginal Cancers","year":2025,"lang":"en","type":"article","venue":"Journal of Analytical Oncology","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Genotype; Cervical cancer; Cancer; Disease; Etiology; Pathological; Basal cell; Human papillomavirus; Head and neck; Human papilloma virus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005391793,0.00009243715,0.0006036355,0.0001941699,0.00003680775,0.0000107475,0.00008838253,0.0001345432,0.0007696802],"category_scores_gemma":[0.000343663,0.00007075518,0.00005463391,0.0004139199,0.0004070196,0.00006753176,0.00007621738,0.000494447,0.000001033099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004484041,"about_ca_system_score_gemma":0.0007060355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003116217,"about_ca_topic_score_gemma":0.0002261537,"domain_scores_codex":[0.9987499,0.0001019612,0.0005327121,0.0001516503,0.0002506983,0.0002130678],"domain_scores_gemma":[0.9989511,0.0002125941,0.0001246372,0.00009666188,0.0004017322,0.0002133045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0132907,0.001606944,0.7840858,0.00321581,0.0006323803,0.001222186,0.0003076594,0.00002247288,0.01089318,0.01094421,0.01140479,0.1623739],"study_design_scores_gemma":[0.003179778,0.005401096,0.9825575,0.0001224744,0.0002861567,0.0001129467,0.00007604258,0.0006131587,0.0005141934,0.0009782049,0.006091377,0.00006703793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902442,0.002898105,0.00004109505,0.003225085,0.00007261871,0.0001142291,0.000007917391,0.000002858905,0.003393925],"genre_scores_gemma":[0.9954892,0.003840623,0.00006643562,0.0003415072,0.0000719684,0.000001233197,0.000002701214,0.000004398337,0.0001818906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1984717,"threshold_uncertainty_score":0.8427459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03604820747772903,"score_gpt":0.4122487162906924,"score_spread":0.3762005088129634,"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."}}