{"id":"W4414242740","doi":"10.1016/j.otc.2025.08.005","title":"Head and Neck Cancer Screening","year":2025,"lang":"en","type":"review","venue":"Otolaryngologic Clinics of North America","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Sunnybrook Hospital; University of Toronto","funders":"Baylor College of Medicine; Cancer Prevention and Research Institute of Texas","keywords":"Head and neck cancer; Asymptomatic; Population; Oral cavity; Task force; Cancer; Human papillomavirus","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001531158,0.0004761352,0.004391054,0.0002195368,0.0001022782,0.000008483411,0.0002098773,0.0002689655,0.00006816917],"category_scores_gemma":[0.000604208,0.0003492223,0.0006133101,0.0006551202,0.0003519413,0.00003263173,0.0003016523,0.0007115227,0.000009530621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004413639,"about_ca_system_score_gemma":0.0007176314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002185887,"about_ca_topic_score_gemma":0.0001228393,"domain_scores_codex":[0.9975792,0.0001082938,0.001066699,0.0006377392,0.0002261666,0.000381902],"domain_scores_gemma":[0.9976586,0.0008151876,0.0006892506,0.000521081,0.0001402045,0.0001757345],"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":[0.00004068285,0.00008409456,0.02483261,0.02112189,0.0004600365,0.00004430541,0.00002094367,3.245084e-7,7.467926e-9,0.000003007964,0.001803063,0.951589],"study_design_scores_gemma":[0.0004734721,0.0007069879,0.01101463,0.02770519,0.00169625,0.00002017725,0.000008106441,0.000006625562,2.494828e-8,0.00000328846,0.9581027,0.0002625576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008681582,0.994888,0.00002356871,0.0001907762,0.000243678,0.0009665846,0.0002265916,0.00006251229,0.002530127],"genre_scores_gemma":[0.00003525851,0.9955696,0.001871053,0.0009314282,0.0001639317,0.0002172074,0.0001331537,0.00003232413,0.001046001],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9562996,"threshold_uncertainty_score":0.999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07512203992984896,"score_gpt":0.4130520488289875,"score_spread":0.3379300088991385,"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."}}