{"id":"W4318754876","doi":"10.1111/1460-6984.12856","title":"Caregiver burden interventions in speech–language pathology: A systematic review","year":2023,"lang":"en","type":"review","venue":"International Journal of Language & Communication Disorders","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Caregiver burden; Psychological intervention; Intervention (counseling); Dementia; Multidisciplinary approach; Psychology; Medicine; Systematic review; Gerontology; MEDLINE; Clinical psychology; Psychiatry; Disease; Pathology","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":[0.008966867,0.001566664,0.007352328,0.006662671,0.0008964873,0.002442578,0.001890327,0.002098865,0.00528301],"category_scores_gemma":[0.04218646,0.0009135589,0.006913159,0.006121249,0.000692883,0.002596359,0.00180896,0.001627121,0.0003450456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004493793,"about_ca_system_score_gemma":0.01452807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00674567,"about_ca_topic_score_gemma":0.02073097,"domain_scores_codex":[0.9920468,0.003694114,0.002023881,0.0004760158,0.001467347,0.0002917974],"domain_scores_gemma":[0.9705825,0.02290613,0.004036452,0.0003183619,0.001762534,0.0003940351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002391636,0.0000430127,0.0003766384,0.9419249,0.004270401,0.00005873204,0.0002789849,0.000085174,0.00008483271,0.0001810634,0.001311661,0.05114534],"study_design_scores_gemma":[0.0003952062,0.0002720326,0.002879899,0.9526951,0.02802794,0.0001873262,0.0003565031,0.00007596415,0.0001267883,0.0002371166,0.01471805,0.00002804398],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001230584,0.997201,0.0001506751,0.0002960111,0.0001031841,0.0004884633,0.0001954662,0.000009648416,0.0003250757],"genre_scores_gemma":[0.01599346,0.9811358,0.0008404652,0.0005329595,0.0000736349,0.001156018,0.000148545,0.000004692826,0.0001143435],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008966867,"threshold_uncertainty_score":0.04742187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09772755574659676,"score_gpt":0.5217698589044196,"score_spread":0.4240423031578229,"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."}}