{"id":"W4410085018","doi":"10.1044/2025_ajslp-24-00529","title":"Dysphagia Symptoms Contribute to Greater Care Partner Burden in Neurodegenerative Disease","year":2025,"lang":"en","type":"article","venue":"American Journal of Speech-Language Pathology","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Canadian Institutes of Health Research; Alzheimer's Society; University of Oregon","keywords":"Dysphagia; Medicine; Caregiver burden; Dementia; Psychosocial; Disease burden; Disease; Swallowing; Burden of disease; Physical therapy; Psychiatry; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0006584093,0.0003289196,0.0003845132,0.0005568317,0.0008954245,0.0006800577,0.0002129639,0.0002655755,0.004125187],"category_scores_gemma":[0.005015559,0.0001972285,0.0004201927,0.0007639108,0.0002927484,0.000499332,0.001289314,0.0004950009,0.0001981135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000473103,"about_ca_system_score_gemma":0.0004501842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007601415,"about_ca_topic_score_gemma":0.01654996,"domain_scores_codex":[0.9995155,0.0001882747,0.00005736707,0.00004884753,0.0001090923,0.00008093689],"domain_scores_gemma":[0.9982988,0.0002984832,0.000843084,0.00006239839,0.0001972494,0.0003000346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000426758,0.00002431784,0.9948394,0.00002407433,0.00003461434,0.0001437926,0.0004424124,0.00002482631,0.00007468987,0.00001295697,0.0001320132,0.004204255],"study_design_scores_gemma":[0.000003207493,0.00003334942,0.9981133,0.0000359633,0.00002527763,0.000504222,0.0008934783,0.0001132925,0.00003172906,0.00004448755,0.0001980301,0.000003759113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981923,0.0006929381,0.00006279616,0.0001290845,0.000007181748,0.000008437201,0.0000900224,0.000002129907,0.0008152268],"genre_scores_gemma":[0.9994202,0.0002762283,0.00006367646,0.00002693332,0.000005589462,0.000004871697,0.00007646758,7.839039e-7,0.0001253128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007601415,"threshold_uncertainty_score":0.01511431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115290914296826,"score_gpt":0.3773448611152134,"score_spread":0.3658157696855308,"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."}}