{"id":"W4405960097","doi":"10.1093/geroni/igae098.0636","title":"CHARACTERISTICS OF BURDEN ASSOCIATED WITH CARING FOR OLDER FAMILY MEMBERS WITH DYSPHAGIA ACROSS TIME","year":2024,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Dysphagia; Medicine; Gerontology; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007982186,0.0001539716,0.0002397973,0.001127109,0.0005613241,0.0005413747,0.0002098269,0.0002616499,0.001351557],"category_scores_gemma":[0.00382632,0.0001486778,0.0004736493,0.000854989,0.0002086011,0.0004527928,0.0007909393,0.0003157941,0.0001644339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003380216,"about_ca_system_score_gemma":0.0003247252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006933285,"about_ca_topic_score_gemma":0.01123376,"domain_scores_codex":[0.9995492,0.0001252014,0.00008625465,0.00004159729,0.0001034018,0.00009426879],"domain_scores_gemma":[0.9972587,0.0003202739,0.001648829,0.00009695728,0.0003802861,0.0002950148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002507559,0.00001387606,0.998464,0.000005551167,0.00001654151,0.00006123981,0.0003194414,0.00002223103,0.00007896111,0.000004700448,0.00006003167,0.0009283472],"study_design_scores_gemma":[5.352998e-7,0.00002771698,0.9988604,0.000004542478,0.000003661401,0.0001063381,0.0008489639,0.00005159532,0.00001882724,0.000006648835,0.00006838914,0.000002474927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995971,0.00005050275,0.00002864431,0.00002058805,0.000001952073,0.000003862246,0.0001385908,7.44323e-7,0.0001581413],"genre_scores_gemma":[0.9995046,0.00005803303,0.00005857722,0.0000078434,0.000002988785,0.000006455202,0.0002317981,5.304962e-7,0.0001291597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006933285,"threshold_uncertainty_score":0.01378584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03364895688014051,"score_gpt":0.386638658235632,"score_spread":0.3529897013554915,"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."}}