{"id":"W4413794299","doi":"10.1177/08919887251371725","title":"Healthcare Service Utilisation of People Living With Non-Alzheimer’s Dementia: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"Journal of Geriatric Psychiatry and Neurology","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rutter (Canada)","funders":"UK Prevention Research Partnership; National Institute for Health Research Applied Research Collaboration South London; Medical Research Council; King’s College London","keywords":"Dementia; Health care; Gerontology; Alzheimer's disease; Medicine; Service (business); Psychiatry; Psychology; Disease; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006596327,0.001228696,0.00728017,0.01051704,0.0005710652,0.002149605,0.001343358,0.001365427,0.002777539],"category_scores_gemma":[0.03036756,0.0009320852,0.007822151,0.01330323,0.0007665119,0.001937272,0.001393009,0.0008025451,0.0001586427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003922294,"about_ca_system_score_gemma":0.01089565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0159123,"about_ca_topic_score_gemma":0.0376639,"domain_scores_codex":[0.9897785,0.003541826,0.003999163,0.000799406,0.001477964,0.0004031613],"domain_scores_gemma":[0.97641,0.01523487,0.005915525,0.000310166,0.001800898,0.0003285015],"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":[0.0001489397,0.00001456417,0.003904487,0.962501,0.01194939,0.0001014866,0.000301962,0.00007922315,0.00006136657,0.0001030683,0.0009269416,0.01990756],"study_design_scores_gemma":[0.0003017449,0.0003071256,0.02244609,0.8936533,0.06888658,0.0006671883,0.0009053041,0.0001402229,0.0001547517,0.000252004,0.01223145,0.00005436328],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00402776,0.9942095,0.00008721201,0.0002210071,0.0000647359,0.000286107,0.0008835402,0.000006595881,0.0002135445],"genre_scores_gemma":[0.05797006,0.9394333,0.0005277449,0.0004784057,0.00005647206,0.0008958284,0.0005331991,0.000005160042,0.00009986071],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0159123,"threshold_uncertainty_score":0.03488511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02381264539292599,"score_gpt":0.3431780032603315,"score_spread":0.3193653578674056,"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."}}