{"id":"W4314447492","doi":"10.1093/ageing/afac309","title":"The frailty index based on laboratory test data as a tool to investigate the impact of frailty on health outcomes: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Age and Ageing","topic":"Frailty in Older Adults","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Medicine; Frailty Index; Meta-analysis; Gerontology; Test (biology); Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003617686,0.0006751021,0.007491583,0.000305671,0.0002645026,0.0001288219,0.0007251212,0.0001506479,0.00003030137],"category_scores_gemma":[0.01106903,0.0002660558,0.001170834,0.00192823,0.0001347034,0.0000722457,0.0003209504,0.0007299456,0.00004333759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001183816,"about_ca_system_score_gemma":0.0006572547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009562739,"about_ca_topic_score_gemma":0.000343744,"domain_scores_codex":[0.995543,0.001026468,0.001588897,0.0007618541,0.000679925,0.0003998807],"domain_scores_gemma":[0.98944,0.005575952,0.001111089,0.003456378,0.0001061288,0.0003105179],"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":[0.000007197545,0.00008610672,0.00003790225,0.9013263,0.07643917,0.0008470101,0.0001997821,0.000009296378,1.388214e-7,0.00001506882,0.007906449,0.01312558],"study_design_scores_gemma":[0.0004384706,0.0008091333,0.001313742,0.2888934,0.6647177,0.00002343198,0.00007307828,0.0002078809,1.053037e-7,0.00002972805,0.04290458,0.0005886591],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003570044,0.9879372,0.00001240973,0.005072272,0.00002203483,0.005523564,0.00128742,0.00005112949,0.00005825084],"genre_scores_gemma":[0.0004390881,0.9874083,0.00004478442,0.01047763,0.0000323836,0.0004349943,0.0002897162,0.00007757411,0.0007954821],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6124328,"threshold_uncertainty_score":0.9999791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2352271036514229,"score_gpt":0.4462947317209661,"score_spread":0.2110676280695432,"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."}}