{"id":"W4407027382","doi":"10.1016/j.jogc.2025.102783","title":"What Are the Current HPV Types Contributing to Cervical High-Grade Squamous Intraepithelial Lesions, Adenocarcinoma In Situ, and Early Cervical Cancer?","year":2025,"lang":"en","type":"article","venue":"Journal of Obstetrics and Gynaecology Canada","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Sunnybrook Health Science Centre; London Health Sciences Centre","funders":"Merck Canada","keywords":"Medicine; Squamous intraepithelial lesion; Cervical cancer; Adenocarcinoma; Oncology; Human papillomavirus; Internal medicine; Cervical intraepithelial neoplasia; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000975469,0.0002660816,0.0004071327,0.001212163,0.0004069009,0.001034901,0.0005308929,0.0008945951,0.003477462],"category_scores_gemma":[0.004936116,0.0003232102,0.0004375725,0.00127334,0.0004371238,0.001699628,0.0002645,0.0004956019,0.0006233135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002824953,"about_ca_system_score_gemma":0.0003831685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002649683,"about_ca_topic_score_gemma":0.00285332,"domain_scores_codex":[0.9993206,0.0001190083,0.0001055736,0.0001552058,0.0001767055,0.0001229418],"domain_scores_gemma":[0.9971316,0.0005176376,0.001530831,0.0001116429,0.0004381909,0.0002701524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000316176,0.0000167725,0.9967759,0.00002517472,0.00001751906,0.00004352241,0.00004772367,0.00001457787,0.00009035916,0.0000117124,0.00008271074,0.002842355],"study_design_scores_gemma":[0.000003264018,0.00006930765,0.9970648,0.00007145644,0.00003516232,0.001304316,0.0006214194,0.0001370312,0.00006598546,0.00005860468,0.000564142,0.000004606437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903613,0.006651666,0.0002726951,0.0006978439,0.00005774137,0.00001407737,0.0004592346,0.000008282573,0.001477043],"genre_scores_gemma":[0.9971603,0.002054347,0.0001291113,0.00007725242,0.0001142063,0.00000454376,0.0002650531,0.000002831829,0.0001923635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003477462,"threshold_uncertainty_score":0.01163322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880960918691452,"score_gpt":0.2983145610701949,"score_spread":0.2795049518832803,"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."}}