{"id":"W4294958867","doi":"10.1001/jamaoto.2022.2313","title":"Adhering to Eat and Exercise Status During Radiotherapy for Oropharyngeal Cancer for Prevention and Mitigation of Radiotherapy-Associated Dysphagia","year":2022,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; University Health Network","funders":"National Institute of Dental and Craniofacial Research; National Cancer Institute","keywords":"Medicine; Swallowing; Dysphagia; Feeding tube; Head and neck cancer; Radiation therapy; Chemoradiotherapy; Prospective cohort study; Cohort; Physical therapy; Cohort study; Retrospective cohort study; 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":[0.001150388,0.0001783215,0.0002696179,0.0002963456,0.0002133895,0.0004422311,0.0002388444,0.000237653,0.0009052318],"category_scores_gemma":[0.004105227,0.0000814748,0.0003886613,0.0004008042,0.0001491472,0.0002527536,0.0003000105,0.0004208828,0.0001316068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002614126,"about_ca_system_score_gemma":0.0006016131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001297067,"about_ca_topic_score_gemma":0.004619141,"domain_scores_codex":[0.9994687,0.0002438502,0.00006639533,0.00006690791,0.0001023688,0.00005176572],"domain_scores_gemma":[0.9985544,0.000338085,0.0007837559,0.00007084484,0.0001437615,0.0001091214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006614514,0.0007290763,0.9132571,0.0004338655,0.0003829545,0.00005620625,0.0001872931,0.0001800115,0.0008445291,0.00003915534,0.0006723719,0.08255593],"study_design_scores_gemma":[0.00003401653,0.001207863,0.996911,0.00009784318,0.000175254,0.0001047907,0.00008223906,0.0002096942,0.0003310924,0.00002822536,0.0008125088,0.000005495306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930205,0.004106374,0.0003019516,0.0004251281,0.00004303238,0.00007674629,0.0003103764,0.0000166013,0.001699163],"genre_scores_gemma":[0.9978543,0.001054648,0.0004083343,0.000127274,0.00005241244,0.00005204649,0.0001648749,0.000002383247,0.0002835468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001297067,"threshold_uncertainty_score":0.006083906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833891335856462,"score_gpt":0.363152015307192,"score_spread":0.3348131019486273,"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."}}