{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009741032,0.0001108671,0.0005694636,0.00007973476,0.00005367002,0.000003543197,0.00002021509,0.0001162876,0.00002509086],"category_scores_gemma":[0.0001545772,0.00009435054,0.00005842584,0.0001365902,0.0000585492,0.00003624699,0.00001726355,0.0001088545,4.590651e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003842626,"about_ca_system_score_gemma":0.0004744801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001542338,"about_ca_topic_score_gemma":0.0002605512,"domain_scores_codex":[0.9990982,0.00005248653,0.0002822483,0.0002606871,0.00008441583,0.0002219649],"domain_scores_gemma":[0.9995209,0.00007956972,0.00009302265,0.0001151762,0.0001240459,0.00006731236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000713453,0.0001624969,0.5680003,0.00001812137,0.0002112479,0.00007504471,0.001451049,0.000004908068,0.0001676502,0.00002844877,0.08002789,0.3491395],"study_design_scores_gemma":[0.01297567,0.002090064,0.6232055,0.00005020749,0.00007510376,0.00002887137,0.0008444959,0.0004641188,0.001030549,0.0003785259,0.3587049,0.0001519947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9668776,0.01876012,0.0004783273,0.008464056,0.002267731,0.0007626215,0.00001741787,0.00002617619,0.002345901],"genre_scores_gemma":[0.9566421,0.009503062,0.02152784,0.009563105,0.0002619402,0.0008509184,0.0000494915,0.00003774029,0.001563797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3489875,"threshold_uncertainty_score":0.3847503,"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."}}