{"id":"W4390733251","doi":"10.1016/j.jvoice.2023.12.018","title":"Geriatric Voice: Distinctive Clinical Profiles of Working Seniors in a Tertiary Laryngology Clinic","year":2024,"lang":"en","type":"article","venue":"Journal of Voice","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"MD Precision (Canada); McGill University Health Centre; Centre for Research on Brain Language and Music; McGill University","funders":"Canadian Institutes of Health Research; Canada Research Chairs","keywords":"Medicine; Laryngology; Laryngopharyngeal reflux; Voice therapy; Cohort; Population; Retrospective cohort study; Physical therapy; Disease; Internal medicine; Surgery; Reflux","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001702329,0.0003305921,0.0004759972,0.001258591,0.0007726203,0.000684858,0.0003673167,0.0005927343,0.002439352],"category_scores_gemma":[0.001230771,0.0002046991,0.0002457919,0.0008012914,0.0003475038,0.0005469931,0.0006666296,0.0003310601,0.0004621976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003356473,"about_ca_system_score_gemma":0.0004762032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004373898,"about_ca_topic_score_gemma":0.007392338,"domain_scores_codex":[0.9996783,0.00003388619,0.00004757611,0.0000544468,0.00006108777,0.0001247534],"domain_scores_gemma":[0.9993576,0.00006725871,0.0001509095,0.00001050139,0.00006024612,0.0003533272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001116815,0.0001077311,0.9913795,0.0000106803,0.00001156911,0.004521011,0.0008011207,0.00002252155,0.000923646,0.00002123764,0.0002010606,0.001888352],"study_design_scores_gemma":[0.000007168227,0.0002643625,0.9825078,0.00001352848,0.00001216237,0.01002966,0.006764142,0.0001147649,0.00006629821,0.00004243825,0.0001698401,0.000007865523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994437,0.00007263476,0.00002116604,0.00005895879,0.000007913019,0.000004429882,0.00005043123,0.000001742764,0.0003391262],"genre_scores_gemma":[0.9996948,0.00005362811,0.00002313875,0.0000437073,0.00001464315,0.000003350984,0.00005636382,9.532759e-7,0.0001094304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004373898,"threshold_uncertainty_score":0.008696914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03539332330289553,"score_gpt":0.3608626282878719,"score_spread":0.3254693049849763,"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."}}