{"id":"W4410000626","doi":"10.69863/dim.2025.e514","title":"The impact of assisted living facilities on hospitalization, length of stay, and mortality rates among the elderly: A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Deka in Medicine","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Medicine; Gerontology; Assisted living; Emergency medicine; Demography; Sociology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008174255,0.002025755,0.01778026,0.006491215,0.0006937172,0.002725553,0.002137595,0.001827448,0.003408598],"category_scores_gemma":[0.024612,0.001110089,0.02971942,0.007700386,0.0006192632,0.001567602,0.001291653,0.001408665,0.0002418996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002222397,"about_ca_system_score_gemma":0.003756923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008308719,"about_ca_topic_score_gemma":0.02023704,"domain_scores_codex":[0.9946636,0.001930792,0.001877766,0.0006058096,0.0007156343,0.0002065012],"domain_scores_gemma":[0.9813494,0.01396031,0.002860161,0.0003784736,0.001223912,0.0002277592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001256432,0.00003376956,0.004313615,0.6498114,0.327762,0.0001240847,0.00008909847,0.0003728404,0.0001522113,0.0001163317,0.0007080996,0.01526009],"study_design_scores_gemma":[0.0003890456,0.0002221689,0.00572174,0.06688806,0.9238778,0.0001320345,0.00006190901,0.000165502,0.00009298272,0.0001564229,0.002263283,0.0000291123],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003628358,0.9949706,0.000248305,0.0001083413,0.00006989357,0.0001863125,0.0005883491,0.00001524276,0.0001845374],"genre_scores_gemma":[0.09024232,0.9060324,0.001241893,0.0005105896,0.0001691544,0.0007789773,0.0008065898,0.0000171281,0.0002009423],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01778026,"threshold_uncertainty_score":0.04323012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1368045477771179,"score_gpt":0.4927606819373234,"score_spread":0.3559561341602054,"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."}}