{"id":"W4385428462","doi":"10.1002/lio2.1128","title":"Late laryngeal dysfunction in head and neck cancer survivors","year":2023,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Swallowing; Larynx; Cohort; Head and neck cancer; Radiation therapy; Laryngectomy; Cohort study; Cancer; Laryngoscopy; Internal medicine; Surgery; Intubation","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":[0.0004301417,0.0001865551,0.0002920086,0.0006725108,0.0004270776,0.0004839076,0.0001705019,0.0003192024,0.00168514],"category_scores_gemma":[0.001330532,0.0001129594,0.0003096451,0.0005022074,0.000212725,0.0003601172,0.0004465222,0.000291507,0.0002375154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002439247,"about_ca_system_score_gemma":0.0003204562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003575644,"about_ca_topic_score_gemma":0.004111731,"domain_scores_codex":[0.9998393,0.00003186311,0.00001774657,0.00002718906,0.00003368035,0.00005012727],"domain_scores_gemma":[0.9991523,0.0001283,0.0004008843,0.00002117472,0.000114795,0.0001825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000557188,0.00002115678,0.9984999,0.000005991415,0.000007606329,0.00008377044,0.00009384474,0.000009760686,0.000178651,0.000002507316,0.00003499676,0.001006134],"study_design_scores_gemma":[0.000001417728,0.0001661361,0.9991655,0.00000476168,0.000006318208,0.0002498163,0.0002793746,0.00002898103,0.00003699155,0.000004436389,0.00005448696,0.000001723784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996767,0.00009159804,0.00001454809,0.00001165355,0.000001789412,0.000004158488,0.00008538105,9.460919e-7,0.0001132648],"genre_scores_gemma":[0.9995864,0.00006843265,0.0000228135,0.00001284678,0.000005373023,0.000008851312,0.0001672009,5.915765e-7,0.0001275131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003575644,"threshold_uncertainty_score":0.007109702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05656993209563756,"score_gpt":0.3795440183772203,"score_spread":0.3229740862815828,"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."}}