{"id":"W4402698023","doi":"10.1016/j.jamda.2024.105267","title":"Oropharyngeal Dysphagia in Hospitalized Older Adults with Dementia: A Prospective Cohort Study","year":2024,"lang":"en","type":"article","venue":"Journal of the American Medical Directors Association","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Dysphagia; Oropharyngeal dysphagia; Dementia; Prospective cohort study; Cohort study; Cohort; Disease; Physical therapy; Pediatrics; Internal medicine; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.003411553,0.000166966,0.0005645348,0.0001816731,0.0001751679,0.00003193848,0.0003195773,0.00007165519,0.0004192587],"category_scores_gemma":[0.0008878662,0.00009380301,0.0001180885,0.0009859171,0.00005927996,0.0002129128,0.0001211693,0.001105053,0.00002128008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001584578,"about_ca_system_score_gemma":0.0005774675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009531688,"about_ca_topic_score_gemma":0.0005524567,"domain_scores_codex":[0.9955674,0.001081948,0.0008027648,0.0002312823,0.001927298,0.0003893481],"domain_scores_gemma":[0.9977396,0.0005434204,0.00116186,0.0001553732,0.0002467406,0.0001529929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001792181,0.0004210185,0.981335,0.00004815478,0.001319313,0.0000854184,0.002804635,0.000002125306,0.000003058234,0.0000372526,0.01098625,0.002778562],"study_design_scores_gemma":[0.002188482,0.0004681388,0.9926441,0.0007306492,0.0004640293,0.000001393266,0.002293113,0.0001713564,0.000002588302,0.00004003511,0.0008881629,0.000107897],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910507,0.0002344568,0.0001142468,0.003201476,0.001761501,0.001650319,0.000002874976,0.00004546103,0.001938973],"genre_scores_gemma":[0.9977403,0.0001619015,0.00008013713,0.0005431056,0.0003335336,0.0001274803,0.000001853496,0.00002724393,0.0009844479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01130916,"threshold_uncertainty_score":0.4800967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005389687010791808,"score_gpt":0.3372651747076682,"score_spread":0.3318754876968764,"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."}}