{"id":"W4296711918","doi":"10.12688/wellcomeopenres.17208.2","title":"Frailty in people with rheumatoid arthritis: a systematic review of observational studies","year":2022,"lang":"en","type":"review","venue":"Wellcome Open Research","topic":"Frailty in Older Adults","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Wellcome Trust","keywords":"Medicine; Checklist; Observational study; Rheumatoid arthritis; Quality of life (healthcare); Gerontology; Physical therapy; Disease; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01019511,0.0004837969,0.007950613,0.0007469724,0.0001722702,0.00007336811,0.001875124,0.0001596271,0.002451305],"category_scores_gemma":[0.007004095,0.0003352536,0.0003536605,0.003603895,0.0002732653,0.000187332,0.001926282,0.001943485,0.0002121242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009429784,"about_ca_system_score_gemma":0.002829273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004191138,"about_ca_topic_score_gemma":0.0005537485,"domain_scores_codex":[0.990492,0.002697858,0.00238991,0.0008498066,0.002908617,0.0006617395],"domain_scores_gemma":[0.9924011,0.004197059,0.0007120254,0.001741569,0.0007625573,0.00018572],"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":[0.00002838192,0.0002532831,0.00007756899,0.968059,0.0006524402,0.0001742797,0.0002269461,1.672966e-7,2.668405e-8,0.0003719707,0.008669785,0.02148614],"study_design_scores_gemma":[0.0006031629,0.0002950783,0.0000213963,0.6336564,0.000172427,0.0002713384,0.0003422098,0.000001398059,1.191574e-7,0.00002324251,0.3644272,0.0001860067],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005644866,0.9756746,5.135748e-7,0.0008134403,0.00007362018,0.01828028,0.0001107975,0.00001940643,0.005021641],"genre_scores_gemma":[0.000003778526,0.9833584,0.0003097971,0.0001518546,0.00002770056,0.01043869,0.0005018714,0.0001059749,0.005101922],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3557574,"threshold_uncertainty_score":0.9999099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4711856155774076,"score_gpt":0.5020093470291688,"score_spread":0.03082373145176115,"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."}}