{"id":"W4381547277","doi":"10.1186/s12960-023-00831-7","title":"Effectiveness of interventions by non-professional community-level workers or family caregivers to improve outcomes for physical impairments or disabilities in low resource settings: systematic review of task-sharing strategies","year":2023,"lang":"en","type":"review","venue":"Human Resources for Health","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; Impact; Population Health Research Institute; McMaster University","funders":"","keywords":"Psychological intervention; Health services research; Health administration; Task (project management); Resource (disambiguation); Resource allocation; Applied psychology; Psychology; Medicine; Nursing; Public health; Computer science; Management","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":[0.01639736,0.001906058,0.01302031,0.00782325,0.001133205,0.003439003,0.002387989,0.002616398,0.004420663],"category_scores_gemma":[0.0535825,0.00121335,0.01011096,0.008193825,0.001394458,0.002384413,0.001836752,0.001788866,0.0002902436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006118879,"about_ca_system_score_gemma":0.01573608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008808136,"about_ca_topic_score_gemma":0.02097725,"domain_scores_codex":[0.9865168,0.005690394,0.004493531,0.0009707318,0.001975854,0.0003526096],"domain_scores_gemma":[0.9638034,0.02808936,0.005159634,0.0005284044,0.002020954,0.0003981978],"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":[0.0006410163,0.00004455629,0.0002157858,0.9618269,0.009374302,0.00003932787,0.0002004694,0.00007010798,0.00009882369,0.000129564,0.0003920267,0.02696712],"study_design_scores_gemma":[0.001549498,0.0008472428,0.002259121,0.8794567,0.1066721,0.0001378758,0.0004377855,0.000117718,0.0003424991,0.0002460593,0.007890521,0.00004298745],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002914595,0.9941841,0.0002492247,0.0001793517,0.0001523877,0.001604444,0.0003020469,0.00001746806,0.0003964],"genre_scores_gemma":[0.04118997,0.9525157,0.001677009,0.000500378,0.00008910169,0.003597733,0.000245286,0.00001171667,0.0001732301],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01639736,"threshold_uncertainty_score":0.08671862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024935100743014,"score_gpt":0.4638372315226456,"score_spread":0.3613437214483441,"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."}}