{"id":"W3208703676","doi":"10.1016/j.arr.2021.101493","title":"The state of frailty in research: A mapping review of its clinical applicability to practice","year":2021,"lang":"en","type":"review","venue":"Ageing Research Reviews","topic":"Frailty in Older Adults","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Université de Montréal; Hôpital Maisonneuve-Rosemont; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research","keywords":"Psychological intervention; Clinical Practice; Ambiguity; MEDLINE; Medicine; Clinical trial; Intervention (counseling); Systematic review; Psychology; Gerontology; Family medicine; Computer science; Nursing; Pathology; Political science","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","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1907581,0.0005613348,0.007949987,0.0008103548,0.0002152758,0.0000632067,0.001923014,0.0003854354,0.0001297573],"category_scores_gemma":[0.3961399,0.0003505228,0.001622693,0.009120644,0.0009525818,0.0001193513,0.002085591,0.007669712,0.0005234403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007090787,"about_ca_system_score_gemma":0.003756711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002480126,"about_ca_topic_score_gemma":0.0001533875,"domain_scores_codex":[0.9472719,0.03742869,0.007810409,0.001683933,0.004153619,0.001651379],"domain_scores_gemma":[0.9217819,0.06117997,0.002185134,0.006603452,0.007299022,0.000950504],"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":[0.0000206393,0.0002595922,0.000004417246,0.3512875,0.0001052505,0.0001824436,0.00009995083,3.604657e-8,0.000001686009,0.00003379366,0.02231073,0.6256939],"study_design_scores_gemma":[0.0001520558,0.0002240701,0.00002191352,0.4357919,0.0001314226,0.00003643963,0.00003835357,0.00000129074,0.000001487407,0.00002661745,0.5634434,0.000131056],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007705065,0.9731884,0.00001880664,0.004212736,0.0001581274,0.01956773,0.00004040798,0.00001658788,0.002789486],"genre_scores_gemma":[0.000001158313,0.9918748,0.002171237,0.0003308633,0.000238775,0.00266959,0.00004828708,0.00009906054,0.002566304],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6255628,"threshold_uncertainty_score":0.9998947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7193027416753608,"score_gpt":0.6482848680615126,"score_spread":0.07101787361384815,"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."}}