{"id":"W2942609501","doi":"10.1371/journal.pone.0216166","title":"Instruments for the detection of frailty syndrome in older adults: A systematic review","year":2019,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Frailty in Older Adults","field":"Medicine","cited_by":346,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Standardization; Gerontology; Scale (ratio); Medicine; Population; Activities of daily living; Construct (python library); Construct validity; Psychology; Physical therapy; Computer science; Psychometrics; Clinical psychology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01909961,0.001717045,0.008520269,0.01257078,0.0006791464,0.002518367,0.00191733,0.001870143,0.003212565],"category_scores_gemma":[0.06887337,0.0009291755,0.01184844,0.01007832,0.0009182964,0.002632946,0.001835812,0.001120292,0.0002526132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003350935,"about_ca_system_score_gemma":0.01022866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007399349,"about_ca_topic_score_gemma":0.02260707,"domain_scores_codex":[0.9870603,0.004362386,0.005074824,0.0007827898,0.002431589,0.000288129],"domain_scores_gemma":[0.9511065,0.03711483,0.007344522,0.0007668546,0.003398095,0.0002691153],"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":[0.0002129577,0.00002034475,0.001598343,0.9465492,0.01371808,0.00005669291,0.0001734191,0.00009748092,0.00009076659,0.0001656627,0.0006982221,0.03661879],"study_design_scores_gemma":[0.0002801406,0.000250843,0.00846161,0.8367423,0.1427181,0.0002670506,0.0002926409,0.000168378,0.0001921854,0.0003700235,0.01020048,0.00005626446],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001535758,0.9965682,0.0003121645,0.0001734118,0.00006369202,0.0006532677,0.0004920174,0.000009346238,0.0001921089],"genre_scores_gemma":[0.03031514,0.9648499,0.002004795,0.000499678,0.00008596983,0.001568239,0.0005667404,0.000007782546,0.0001017117],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01909961,"threshold_uncertainty_score":0.1010096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09311946669938202,"score_gpt":0.3180564323504614,"score_spread":0.2249369656510793,"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."}}