{"id":"W4410929958","doi":"10.1093/geroni/igaf034","title":"A Mixed-Methods Scoping Review of Innovative Long-term Care Facility Design and Associated Outcomes","year":2025,"lang":"en","type":"review","venue":"Innovation in Aging","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; University of Saskatchewan","funders":"","keywords":"Long-term care; Scale (ratio); Quality (philosophy); Quality of life (healthcare); Term (time); Nursing; Assisted living; Psychology; Medicine; Research design; Health care; Gerontology; Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005301488,0.0004012049,0.0028183,0.001411924,0.0002236713,0.00001366132,0.0002119246,0.0004721528,0.00005108774],"category_scores_gemma":[0.006086848,0.0003525098,0.0001240813,0.007712308,0.00006392987,0.0001101337,0.0002087522,0.001051647,0.000004162257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006476085,"about_ca_system_score_gemma":0.00231425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006326107,"about_ca_topic_score_gemma":0.00002411588,"domain_scores_codex":[0.9923396,0.003392149,0.003137369,0.0004932058,0.0002495976,0.0003880855],"domain_scores_gemma":[0.9917294,0.003904096,0.002239445,0.0003991956,0.001702634,0.00002521292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001446595,0.00001098079,0.003306088,0.421565,0.00004348966,0.000001316707,0.0008225748,5.707941e-8,1.454088e-7,0.00007192861,0.0002755866,0.5739014],"study_design_scores_gemma":[0.0003323287,0.00001728627,0.004191724,0.9884914,0.0001761175,6.414808e-7,0.0005660295,2.876274e-7,0.000001781934,0.00005186829,0.005879309,0.0002912716],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004395027,0.9833878,0.01048007,0.0001055445,0.001168737,0.004289139,0.00008313958,0.00006774604,0.0003738544],"genre_scores_gemma":[0.00001734438,0.9945871,0.003658183,0.0002414656,0.00003126101,0.0005191641,0.0007598082,0.00002219124,0.0001634841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5736102,"threshold_uncertainty_score":0.9998927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.163961222793706,"score_gpt":0.5395583978065593,"score_spread":0.3755971750128534,"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."}}