{"id":"W4309165768","doi":"10.3899/jrheum.220954","title":"Frailty in Inflammatory Arthritis: A Fragile Construct","year":2022,"lang":"en","type":"editorial","venue":"The Journal of Rheumatology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Rheumatology; Vulnerability (computing); Arthritis; Stressor; Gerontology; Internal medicine; Population; Inflammatory arthritis; Construct (python library); Clinical psychology; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01035711,0.004362328,0.005156581,0.002851686,0.003241006,0.008016107,0.003800562,0.01786958,0.005182195],"category_scores_gemma":[0.0371816,0.001262311,0.002833397,0.001553694,0.004157704,0.006128358,0.002363056,0.03282959,0.004227886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00332348,"about_ca_system_score_gemma":0.003959439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851108,"about_ca_topic_score_gemma":0.004208958,"domain_scores_codex":[0.995548,0.001196011,0.000720248,0.0004966816,0.001750375,0.0002886169],"domain_scores_gemma":[0.9632105,0.02406886,0.001367596,0.0006855167,0.00761341,0.003054181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007966243,0.00001710601,0.00008366334,0.0007197972,0.00004856153,0.00021774,0.00005014673,0.00003662102,0.00005304992,0.0006230862,0.9872601,0.01081046],"study_design_scores_gemma":[0.0002150175,0.0001006548,0.0009492822,0.002629071,0.0002346106,0.001043492,0.0002310323,0.0002726006,0.0001360962,0.003089202,0.9910374,0.00006154265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00005919574,0.02007428,0.00008241299,0.06134547,0.9178934,0.00001277807,0.00002881088,0.00002980668,0.000473949],"genre_scores_gemma":[0.0003390383,0.01080749,0.0000458737,0.02033026,0.9673446,0.00001270018,0.00001159806,0.00001277954,0.001095674],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01786958,"threshold_uncertainty_score":0.05477428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01022976797132242,"score_gpt":0.2674987972725988,"score_spread":0.2572690293012764,"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."}}