{"id":"W3208234112","doi":"10.3389/fonc.2021.759724","title":"Patient-Reported Outcomes-Guided Adaptive Radiation Therapy for Head and Neck Cancer","year":2021,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; University of Calgary","funders":"","keywords":"Medicine; Dysphagia; Head and neck cancer; Swallowing; Radiation therapy; Logistic regression; Incidence (geometry); Dry mouth; Physical therapy; Internal medicine; Surgery","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":[0.001694373,0.0002185465,0.0002464099,0.0003255221,0.0001388514,0.0002887931,0.0003536044,0.0001450379,0.0006802201],"category_scores_gemma":[0.006349966,0.00004942542,0.000309623,0.0004718899,0.0002153309,0.0002581358,0.0003200276,0.000298982,0.0001062424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004062785,"about_ca_system_score_gemma":0.0003060035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238272,"about_ca_topic_score_gemma":0.002391152,"domain_scores_codex":[0.9990851,0.0004307565,0.00008973127,0.00009833797,0.000246759,0.0000493327],"domain_scores_gemma":[0.9973885,0.0007528947,0.00139945,0.000102726,0.0002358416,0.0001205617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001459114,0.0004825038,0.8508444,0.0003227447,0.0002779772,0.00003828251,0.0003329983,0.002388932,0.00134231,0.0001257942,0.001020048,0.1413648],"study_design_scores_gemma":[0.00006636759,0.001909079,0.9942939,0.00002745952,0.00009527639,0.0001117981,0.000118382,0.001849615,0.0006578398,0.0001239119,0.0007351636,0.00001121507],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934015,0.001188191,0.001785198,0.0002508785,0.00001607388,0.0002131606,0.000503734,0.000052307,0.002588994],"genre_scores_gemma":[0.998301,0.0001563422,0.001038787,0.00006070258,0.00001322654,0.00007791683,0.0002231772,0.000002617114,0.0001262704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001694373,"threshold_uncertainty_score":0.008960783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04664617919983149,"score_gpt":0.3702979288352363,"score_spread":0.3236517496354048,"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."}}