{"id":"W4390516708","doi":"10.1007/978-981-19-7900-2_13","title":"Mucosal Malignancy: Cancers of the Oropharynx","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Sinai Health System; University of Toronto","funders":"","keywords":"Medicine; Etiology; Transoral laser microsurgery; Malignancy; Basal cell; Radiation therapy; Presentation (obstetrics); Cancer; Disease; Head and neck cancer; Surgery; Oncology; Internal medicine","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":[0.0002019903,0.0007168094,0.0005645921,0.001308029,0.0007245951,0.001976704,0.0007615871,0.001075539,0.04266654],"category_scores_gemma":[0.0006181629,0.0002626975,0.000307524,0.001664515,0.0007559381,0.001525932,0.001408344,0.001578485,0.01272111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007390921,"about_ca_system_score_gemma":0.001118375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005576116,"about_ca_topic_score_gemma":0.02076906,"domain_scores_codex":[0.9998835,0.0000249658,0.000007083067,0.00001530676,0.00005226491,0.00001689889],"domain_scores_gemma":[0.9998281,0.00009912423,0.00001011632,0.000008221846,0.00002625311,0.00002817856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003415181,0.00005549152,0.0003800658,0.0008943331,0.000007781942,0.0004482748,0.0006930658,0.0002807093,0.0006909282,0.0442279,0.7415213,0.210766],"study_design_scores_gemma":[0.000001793279,0.00001354613,0.0006534465,0.0003423967,0.000002935988,0.0003471202,0.0001711348,0.00002234431,0.00003492065,0.004317758,0.9940894,0.000003194233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007838417,0.2811522,0.0008820166,0.004806067,0.008025513,0.00005623266,0.0002681117,0.00006705956,0.7039589],"genre_scores_gemma":[0.005483949,0.1595234,0.001168514,0.006526856,0.004621861,0.00006959672,0.0002773954,0.00006067435,0.8222678],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04266654,"threshold_uncertainty_score":0.1427338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03934301896778394,"score_gpt":0.2817062480212504,"score_spread":0.2423632290534665,"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."}}