{"id":"W2121481478","doi":"10.1016/j.soncn.2009.05.002","title":"Radiation Therapy for Head and Neck Cancers","year":2009,"lang":"en","type":"review","venue":"Seminars in Oncology Nursing","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Radiation therapy; Head and neck; Intensive care medicine; Radiation oncology; Systemic therapy; Medical physics; Surgery; Internal medicine; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0002734941,0.0002730704,0.001953364,0.0002338983,0.00009077555,0.000006254705,0.00005681667,0.0004540879,0.000006191589],"category_scores_gemma":[0.0000689198,0.0002300452,0.0001595694,0.0002171047,0.0001402892,0.000031508,0.000006930185,0.0003461623,0.000001424803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003074863,"about_ca_system_score_gemma":0.001223291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001981002,"about_ca_topic_score_gemma":0.00003025134,"domain_scores_codex":[0.9986888,0.00008082738,0.0004136672,0.0003804532,0.00008538747,0.0003508286],"domain_scores_gemma":[0.9992232,0.0003291627,0.0001798213,0.0001531156,0.00003214701,0.00008258355],"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":[0.0001405537,0.00009089867,0.00004091469,0.001425746,0.00005405489,0.00002016236,0.0008412942,1.79412e-7,6.343e-7,0.00001957297,0.00987806,0.9874879],"study_design_scores_gemma":[0.001783912,0.002386243,0.0001557964,0.04665102,0.0002971112,0.0001268056,0.00008901222,0.00001137317,0.000001388327,0.000104505,0.9482139,0.0001788855],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003345129,0.992269,0.000005961027,0.001110276,0.0006998804,0.001577024,0.00001013634,0.00002701481,0.003966134],"genre_scores_gemma":[0.00002129125,0.9975355,0.0009488151,0.0004715157,0.0004444561,0.0002174606,0.00005188768,0.00003480749,0.0002742973],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.987309,"threshold_uncertainty_score":0.938097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06618558916187708,"score_gpt":0.4544621416406099,"score_spread":0.3882765524787328,"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."}}