{"id":"W4410513262","doi":"10.3899/jrheum.2025-0390.o013","title":"DEVELOPING AND EVALUATING A LABORATORY-BASED FRAILTY INDEX (FI-LAB) FOR THE PREDICTION OF LONG-TERM HEALTH OUTCOMES IN SYSTEMIC LUPUS ERYTHEMATOSUS","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Index (typography); Systemic lupus erythematosus; Lupus erythematosus; Systemic lupus; Frailty Index; Gerontology; Physical therapy; Intensive care medicine; Internal medicine; Immunology; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007045241,0.0009335441,0.0007451479,0.001515978,0.0003974644,0.002016722,0.0009326839,0.0009328048,0.001038294],"category_scores_gemma":[0.0164039,0.0002658156,0.00126417,0.0007069811,0.0002897937,0.0009665715,0.0009321957,0.001209037,0.0004085388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008611607,"about_ca_system_score_gemma":0.00135645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003150644,"about_ca_topic_score_gemma":0.003857489,"domain_scores_codex":[0.9984958,0.0006754179,0.0001765094,0.0002262971,0.0003064805,0.0001194217],"domain_scores_gemma":[0.9941251,0.002612262,0.001361571,0.0002852945,0.001133603,0.0004821133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008112136,0.000429859,0.9618809,0.00007646217,0.0004065538,0.00002619289,0.00007736643,0.002861322,0.0002864468,0.000139578,0.001026701,0.03197737],"study_design_scores_gemma":[0.0002998427,0.004564022,0.8850176,0.0002367508,0.0008624191,0.0002573692,0.0002777745,0.1035613,0.001670234,0.001168614,0.001985853,0.00009815917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888291,0.00106587,0.006559169,0.0004118753,0.0000672817,0.0003601905,0.001433816,0.00007207501,0.001200757],"genre_scores_gemma":[0.9867273,0.0003433232,0.01001305,0.0001338091,0.00007444315,0.0004019729,0.001977443,0.0000116604,0.0003169927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007045241,"threshold_uncertainty_score":0.03725922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05794800057684087,"score_gpt":0.3814063350562932,"score_spread":0.3234583344794524,"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."}}