{"id":"W4387589987","doi":"10.1016/j.ijrobp.2023.06.276","title":"Small Changes, Big Impact: Excitement and Caution in Dose and Volume Reduction for Nasopharyngeal Carcinoma Radiation Therapy After Induction Chemotherapy","year":2023,"lang":"en","type":"letter","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Nasopharyngeal carcinoma; Medicine; Radiation therapy; Induction chemotherapy; Oncology; Chemotherapy; Internal medicine; Cancer; Concomitant; Nuclear 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":[0.005598474,0.0004587856,0.001168411,0.0005306097,0.00350693,0.00292439,0.001748328,0.05027833,0.004360212],"category_scores_gemma":[0.0446449,0.0006381691,0.001127806,0.0008118562,0.003995623,0.0033849,0.001540115,0.04355719,0.002994372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00689266,"about_ca_system_score_gemma":0.005458519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008763326,"about_ca_topic_score_gemma":0.02223333,"domain_scores_codex":[0.9951447,0.001677469,0.0009475259,0.0005309884,0.001210566,0.0004887652],"domain_scores_gemma":[0.9774799,0.01587887,0.001457065,0.0006093488,0.002404765,0.002170143],"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":[0.0001797729,0.00005862262,0.002067185,0.000105655,0.00003699173,0.005185191,0.0003617014,0.0002057132,0.0004517547,0.004303886,0.9662197,0.02082394],"study_design_scores_gemma":[0.0003607952,0.000256555,0.006883591,0.0007837514,0.00009902186,0.01103143,0.001616407,0.001292908,0.0005979678,0.0247012,0.9521878,0.0001885664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007644803,0.0007290976,0.0001046862,0.9894962,0.007303417,0.000006012575,0.00001908259,0.00001495207,0.001562111],"genre_scores_gemma":[0.01040788,0.0008814171,0.0003875359,0.9439545,0.04055816,0.00002539257,0.00001404021,0.00003489448,0.003736217],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05027833,"threshold_uncertainty_score":0.05001003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0520426168417629,"score_gpt":0.3426754318749967,"score_spread":0.2906328150332338,"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."}}