{"id":"W2809572652","doi":"10.1080/17437199.2018.1488601","title":"A realist review to understand the efficacy and outcomes of interventions designed to minimise, reverse or prevent the progression of frailty","year":2018,"lang":"en","type":"review","venue":"Health Psychology Review","topic":"Frailty in Older Adults","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"Consumers, Health, Agriculture and Food Executive Agency; European Commission","keywords":"Psychological intervention; Intervention (counseling); Context (archaeology); Psychology; General partnership; Gerontology; Health care; Systematic review; Quality of life (healthcare); Medicine; MEDLINE; Psychotherapist; Psychiatry","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":[0.004899352,0.0005894846,0.005424261,0.0001685084,0.0001522639,0.000006727827,0.0007279842,0.0002371706,0.0003643479],"category_scores_gemma":[0.00360826,0.0002573684,0.0009475367,0.001224392,0.0004461165,0.00002721921,0.0002503632,0.0005671636,0.00007546843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001202281,"about_ca_system_score_gemma":0.00071807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002357616,"about_ca_topic_score_gemma":0.00008476673,"domain_scores_codex":[0.9921721,0.002611684,0.003458167,0.0008020886,0.0004591413,0.0004968513],"domain_scores_gemma":[0.993413,0.001124503,0.002245727,0.002483069,0.0002941235,0.0004395606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003399607,0.0001890095,0.000002548629,0.3347023,0.0001600917,0.00000290725,0.0001013585,1.455376e-9,2.428614e-8,0.00001699986,0.2577543,0.4070365],"study_design_scores_gemma":[0.0003190732,0.001283632,0.0001355496,0.4605861,0.001700733,0.0001954541,0.000008973111,1.158634e-8,3.761872e-8,0.000004296429,0.5356601,0.0001060358],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.858891e-7,0.8595232,0.000144651,0.1190823,0.0002948451,0.02061024,0.0001102415,0.00002422297,0.0002092864],"genre_scores_gemma":[4.962165e-7,0.9394924,0.002161982,0.05609697,0.00007395069,0.0009144348,0.00006357666,0.00006313582,0.001133051],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4069304,"threshold_uncertainty_score":0.9999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3676051117998639,"score_gpt":0.5771346179301754,"score_spread":0.2095295061303115,"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."}}