{"id":"W4406165049","doi":"10.36368/jcsh.v2i1.1044","title":"Burdens and challenges of hospital-based informal caregiving in Africa: A scoping review","year":2025,"lang":"en","type":"review","venue":"Journal of community systems for health /","topic":"HIV/AIDS Impact and Responses","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Medicine; Gerontology; Nursing","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":[0.008675793,0.0002632582,0.004510285,0.001101654,0.0001583681,0.00003552256,0.0004855584,0.0002113259,0.000002201972],"category_scores_gemma":[0.001726519,0.0002328021,0.0004954429,0.0003367843,0.0000482805,0.000153254,0.00008462161,0.000838991,0.000001152105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002346301,"about_ca_system_score_gemma":0.001215824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002669261,"about_ca_topic_score_gemma":0.0001100724,"domain_scores_codex":[0.9953458,0.0006530588,0.003506567,0.00008883192,0.00007173212,0.0003340428],"domain_scores_gemma":[0.9919455,0.002149941,0.005183693,0.0004436718,0.0001369954,0.0001402049],"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":[0.00001126647,0.00007749272,0.00002465058,0.9021083,0.00008486245,0.000001226921,0.001922331,0.000003645205,8.557039e-10,0.0007389112,0.0005599371,0.09446745],"study_design_scores_gemma":[0.0002935987,0.0005718484,0.00001677058,0.5634067,0.00003933151,0.00001468177,0.0004674636,0.000006717912,8.128711e-9,0.00002530219,0.4350307,0.0001269225],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002719367,0.9959463,0.0001140724,0.001017262,0.0005073259,0.00175278,0.0001680796,0.000004858139,0.0004620989],"genre_scores_gemma":[0.0003797932,0.9992646,0.00007532634,0.00005662801,0.00007220143,0.00004928131,0.000005996076,0.00002181834,0.00007434452],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4344707,"threshold_uncertainty_score":0.9493395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1704271563531837,"score_gpt":0.3789326112159962,"score_spread":0.2085054548628125,"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."}}