{"id":"W4409690633","doi":"10.1158/1538-7445.am2025-680","title":"Abstract 680: HPV serology and circulating viral DNA for detection, genotyping, and measurement of disease burden in oropharyngeal cancer","year":2025,"lang":"en","type":"article","venue":"Cancer Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Serology; Genotyping; Medicine; Cancer; Virology; Disease; Immunology; Pathology; Antibody; Genotype; Internal medicine; Biology; Genetics; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006221336,0.0002874147,0.000331872,0.0008600197,0.0001708884,0.0005182585,0.0002333213,0.0002599548,0.002031754],"category_scores_gemma":[0.001348841,0.0001394728,0.0001238581,0.0005884281,0.0001611928,0.0002109756,0.0002273612,0.0002784161,0.0005429524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002446526,"about_ca_system_score_gemma":0.0002427456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000689786,"about_ca_topic_score_gemma":0.0006937039,"domain_scores_codex":[0.9997101,0.00009088055,0.00002897189,0.00005579336,0.00008771553,0.00002645186],"domain_scores_gemma":[0.9994791,0.0001520947,0.0001743629,0.00003578813,0.00009010021,0.00006862645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007533634,0.0001200939,0.9356332,0.0001242394,0.00006099549,0.00015789,0.00008081753,0.0003317648,0.03553768,0.00004204458,0.0004827435,0.02667506],"study_design_scores_gemma":[0.00003019807,0.0006620993,0.9734775,0.00003981177,0.00005074676,0.001894018,0.00007524093,0.001992676,0.02029216,0.00008093966,0.00139554,0.000008975345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947473,0.002013361,0.001658696,0.00006711451,0.00001994445,0.00003883079,0.0005535699,0.00005015684,0.0008509558],"genre_scores_gemma":[0.9964992,0.0003454858,0.002180998,0.00003129839,0.00002903927,0.00003819663,0.0003673529,0.000008989075,0.0004994824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002031754,"threshold_uncertainty_score":0.006796837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0969987401772753,"score_gpt":0.4222986759074319,"score_spread":0.3252999357301566,"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."}}