{"id":"W4362658966","doi":"10.1016/j.otc.2022.12.004","title":"Chemoradiation for Locoregionally Advanced Laryngeal Cancer","year":2023,"lang":"en","type":"review","venue":"Otolaryngologic Clinics of North America","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Hospital","funders":"","keywords":"Medicine; Laryngectomy; Larynx; Neck dissection; Radiation therapy; Laryngeal Neoplasm; Cancer; Head and neck cancer; Surgery; General surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002286489,0.0005074762,0.004160766,0.0002233033,0.00009847843,0.000006529842,0.0002923242,0.0003102795,0.00003910338],"category_scores_gemma":[0.0008586764,0.0003934515,0.001188728,0.0007646396,0.0002449696,0.00004865523,0.0001232536,0.0004727058,0.00006015042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001477193,"about_ca_system_score_gemma":0.001175756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004116341,"about_ca_topic_score_gemma":0.0001113005,"domain_scores_codex":[0.997098,0.00006553968,0.001330341,0.000706299,0.0003239507,0.0004759158],"domain_scores_gemma":[0.996514,0.00116801,0.001315087,0.0004978957,0.0003249685,0.000180101],"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":[0.0001277477,0.0001373898,0.001382783,0.02113536,0.0005968673,0.00002426278,0.00002498777,0.000005273394,1.017189e-7,0.00000862274,0.005139842,0.9714168],"study_design_scores_gemma":[0.0008796137,0.001158688,0.002619958,0.006392099,0.001629889,0.00001067832,0.00001015481,0.00004221644,1.149214e-7,0.00002116131,0.9868911,0.0003443127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003832771,0.9943335,0.00004657251,0.0002913667,0.0005429328,0.002900555,0.001036396,0.0001510979,0.0003142876],"genre_scores_gemma":[0.0000205306,0.9929468,0.00143946,0.0005664259,0.0004891107,0.002055395,0.001413608,0.0001059736,0.0009626737],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9817513,"threshold_uncertainty_score":0.9998518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1218183015746201,"score_gpt":0.426682698566307,"score_spread":0.3048643969916869,"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."}}