{"id":"W4388767307","doi":"10.1186/s12877-023-04309-y","title":"Reversing frailty in older adults: a scoping review","year":2023,"lang":"en","type":"review","venue":"BMC Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; Montfort Hospital; University of Ottawa","funders":"University of Ottawa","keywords":"Medicine; CINAHL; Psychological intervention; Checklist; Gerontology; MEDLINE; Critical appraisal; Meta-analysis; Systematic review; Alternative medicine; Psychiatry; Psychology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02472402,0.001992141,0.006261969,0.02293577,0.001953734,0.005438832,0.002681677,0.004730259,0.004133469],"category_scores_gemma":[0.1003628,0.001709711,0.006419961,0.01843082,0.001693617,0.005328158,0.003527806,0.002250657,0.000649342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005685988,"about_ca_system_score_gemma":0.0266149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008209732,"about_ca_topic_score_gemma":0.02048691,"domain_scores_codex":[0.9835868,0.005677391,0.006779962,0.0007684557,0.002702441,0.0004848263],"domain_scores_gemma":[0.9437917,0.04012761,0.008704023,0.0008397683,0.005948951,0.0005879633],"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":[0.0001151639,0.00003331027,0.0006605219,0.8911529,0.001813854,0.0002239986,0.001443091,0.0001674577,0.0002389771,0.0008489951,0.004452763,0.09884895],"study_design_scores_gemma":[0.00002502277,0.00005068467,0.000846298,0.9780636,0.003912382,0.0001575848,0.0004105848,0.00004675899,0.00006902555,0.000279335,0.01612259,0.00001604839],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009556941,0.9951315,0.0003856222,0.0007719684,0.0003512967,0.001410888,0.0001931931,0.00001150168,0.0007884813],"genre_scores_gemma":[0.005903001,0.9894453,0.001246843,0.0006805897,0.0001560224,0.002163996,0.0001899304,0.00000599473,0.0002082416],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02472402,"threshold_uncertainty_score":0.1307547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1197703441783317,"score_gpt":0.4013199642062253,"score_spread":0.2815496200278935,"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."}}