{"id":"W4409557272","doi":"10.3390/curroncol32040233","title":"Fiberoptic Endoscopic Evaluation of Swallowing (FEES) in Head and Neck Cancer Patients with Late Radiation-Associated Dysphagia: Swallowing Safety, Efficacy, and Dysphagia Phenotype","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dysphagia; Swallowing; Medicine; Head and neck cancer; Cohort; Population; Radiation therapy; Retrospective cohort study; Oropharyngeal dysphagia; Internal medicine; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001239272,0.0002276892,0.0005453332,0.0002939425,0.0002820672,0.00001146284,0.0001229787,0.0001886217,0.0001457303],"category_scores_gemma":[0.0003163593,0.000206527,0.00002596819,0.0004666235,0.00007440503,0.0001910168,0.0002000475,0.000472359,0.00000599965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059577,"about_ca_system_score_gemma":0.0007295878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003272101,"about_ca_topic_score_gemma":0.00172462,"domain_scores_codex":[0.997192,0.0007836623,0.000735586,0.0004252054,0.0003804483,0.0004830839],"domain_scores_gemma":[0.9984347,0.0006057878,0.0003776083,0.000179303,0.0003156032,0.00008695271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001986882,0.0004858657,0.9224499,0.0003098478,0.0002463013,9.213526e-7,0.001555573,0.0002037308,0.00002658684,0.0004334662,0.0004069619,0.07368211],"study_design_scores_gemma":[0.01699834,0.0003146882,0.9747239,0.0009996649,0.0005229983,1.855982e-8,0.0002115991,0.003279431,0.000006289347,0.0002244665,0.002569447,0.0001491253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900102,0.003145367,0.00006042587,0.0005988004,0.001805718,0.002325743,0.00001338557,0.00003998057,0.002000369],"genre_scores_gemma":[0.998248,0.0007852024,0.0001251599,0.0001539261,0.00003471777,0.0003043426,0.0001078406,0.00001949029,0.0002212762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07353299,"threshold_uncertainty_score":0.8421925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05822325266309329,"score_gpt":0.4516637150894096,"score_spread":0.3934404624263163,"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."}}