{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001038487,0.0003524755,0.0005934632,0.0005556372,0.0004998636,0.0000191318,0.0002269409,0.0003544661,0.0006555443],"category_scores_gemma":[0.0001954089,0.0003359228,0.00005107915,0.001323837,0.0004011233,0.0004373468,0.0005069206,0.0009652905,0.0008784003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001972254,"about_ca_system_score_gemma":0.0002659264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00779406,"about_ca_topic_score_gemma":0.03898061,"domain_scores_codex":[0.996201,0.001077714,0.0006743227,0.0007207089,0.0002585241,0.001067747],"domain_scores_gemma":[0.9986321,0.0004379191,0.0002484816,0.0003110924,0.00009818023,0.0002722804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007451155,0.00004657423,0.9784867,0.0002842297,0.00009145842,0.0001051718,0.002474526,0.00004509755,0.002138368,0.008573142,0.007124283,0.0005559656],"study_design_scores_gemma":[0.0020966,0.0001803981,0.9485481,0.0002879851,0.00003668134,0.000001199728,0.0007542215,0.001625507,0.0001148889,0.00532428,0.04071008,0.000320017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740577,0.0003257252,0.00002750872,0.007397268,0.001376928,0.001597947,0.00003534534,0.0004071057,0.01477443],"genre_scores_gemma":[0.9703934,0.001397584,0.0005725803,0.007943478,0.0003165854,0.002029642,0.0002349475,0.0001065341,0.01700524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03358579,"threshold_uncertainty_score":0.9999093,"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."}}