{"id":"W4409904975","doi":"10.1186/s12967-025-06470-x","title":"Human papilloma virus (HPV) mediated cancers: an insightful update","year":2025,"lang":"en","type":"review","venue":"Journal of Translational Medicine","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"College of Medicine and Health Sciences, United Arab Emirates University; College of Graduate Studies, United Arab Emirates University; Canadian Institutes of Health Research; United Arab Emirates University","keywords":"Human papilloma virus; Papillomaviridae; Virology; Medicine; Virus; Computational biology; Cancer research; Bioinformatics; Cervical cancer; Cancer; Biology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001116132,0.0004914083,0.003249405,0.001295771,0.0001299567,0.00002141793,0.0004592987,0.0004323405,0.01378135],"category_scores_gemma":[0.000363352,0.0003116617,0.000694718,0.001020941,0.0002861529,0.0002027921,0.00002614323,0.001755652,0.00002526999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004486558,"about_ca_system_score_gemma":0.003782404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163068,"about_ca_topic_score_gemma":0.0001455077,"domain_scores_codex":[0.9949325,0.0002913245,0.002098646,0.0003659004,0.001915541,0.0003960887],"domain_scores_gemma":[0.9965305,0.0005459974,0.0007410257,0.0003755693,0.001079428,0.0007274291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000290266,0.0001700691,0.00001830107,0.01670032,0.0008531933,0.0003667061,0.0001613947,0.000002426171,0.00001733312,0.0003220712,0.005159397,0.9759385],"study_design_scores_gemma":[0.003682144,0.001399089,0.0008673699,0.01536977,0.003150892,0.0003751416,0.00002909118,0.00001200766,0.000003115455,0.0004208146,0.9744422,0.0002483927],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001136044,0.9883008,0.0001311567,0.00238819,0.0005885626,0.000635818,0.0001145466,0.00002351424,0.007806076],"genre_scores_gemma":[0.0002986776,0.993945,0.0001899077,0.0008476886,0.003593727,0.00002147306,0.0006423198,0.00005658475,0.0004046173],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9756901,"threshold_uncertainty_score":0.9999335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085569542944734,"score_gpt":0.4572290043442527,"score_spread":0.3486720500497794,"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."}}