{"id":"W3037961932","doi":"10.1007/s40674-020-00150-1","title":"Using the Concept of Frailty to Understand Variability in Health Outcomes Among Individuals with Systemic Lupus Erythematosus","year":2020,"lang":"en","type":"article","venue":"Current Treatment Options in Rheumatology","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Frailty Index; Cohort; Gerontology; Systemic lupus erythematosus; Population; Construct (python library); Cohort study; Demography; Disease; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003670782,0.0003959681,0.0005309079,0.001814272,0.0004475494,0.001480648,0.0004831702,0.0004914457,0.00065455],"category_scores_gemma":[0.01542746,0.0001166405,0.0007048391,0.001003297,0.0008968825,0.001582119,0.001687494,0.001446161,0.00006227671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007223902,"about_ca_system_score_gemma":0.0008895819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005110833,"about_ca_topic_score_gemma":0.006501546,"domain_scores_codex":[0.9985845,0.0007169211,0.0001527622,0.0001682982,0.0002644644,0.0001130502],"domain_scores_gemma":[0.994917,0.002414434,0.001626482,0.0002870788,0.0004112607,0.0003436651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002311337,0.000204061,0.9072249,0.000173873,0.0004622473,0.0002001406,0.0032575,0.00219229,0.0006858065,0.005048246,0.001170034,0.07914965],"study_design_scores_gemma":[0.00002834779,0.0004981575,0.9565228,0.0003461008,0.0002728317,0.0007633685,0.003318332,0.01017368,0.0002823306,0.02462381,0.003109421,0.000060959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741742,0.004578575,0.0121924,0.003846226,0.0001640138,0.00004809485,0.0004030781,0.00003074667,0.00456266],"genre_scores_gemma":[0.9966742,0.0006393967,0.002009926,0.0003334213,0.00007372607,0.00002587715,0.0001018249,0.000003070926,0.0001384788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005110833,"threshold_uncertainty_score":0.01941317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045062645959972,"score_gpt":0.366774876241351,"score_spread":0.2622686116453538,"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."}}