{"id":"W4309242996","doi":"10.1093/rheumatology/keac653","title":"Systemic lupus erythematosus phenotypes formed from machine learning with a specific focus on cognitive impairment","year":2022,"lang":"en","type":"article","venue":"Lara D. Veeken","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Toronto Rehabilitation Institute; University Health Network; University of Toronto; SickKids Foundation; Institute for Work & Health; Toronto Western Hospital; Hospital for Sick Children","funders":"Department of Medicine, University of Toronto; University of Toronto; Arthritis Society; Canadian Institutes of Health Research; National Institute for Health and Care Research; Lupus Research Alliance; Pfizer","keywords":"Medicine; Cognition; Anxiety; Depression (economics); Disease; Quality of life (healthcare); Neuropsychology; Internal medicine; Clinical psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001122206,0.0006557754,0.0004831407,0.001142212,0.0003186195,0.0006437147,0.0002523508,0.0003435333,0.001769497],"category_scores_gemma":[0.003491465,0.0001052859,0.0003978769,0.0005983337,0.000249944,0.000336251,0.0006083957,0.0004611896,0.0002655894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002424847,"about_ca_system_score_gemma":0.0002319061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007404563,"about_ca_topic_score_gemma":0.0007047132,"domain_scores_codex":[0.9993814,0.0002113778,0.00008236977,0.0001008525,0.0001369139,0.00008711605],"domain_scores_gemma":[0.9980584,0.000574648,0.0007891395,0.0001418302,0.0002294171,0.0002065904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006434008,0.00008560644,0.9794501,0.00003797484,0.0001182847,0.000643379,0.0001288062,0.0009904501,0.005088031,0.0001515993,0.0004018372,0.01226043],"study_design_scores_gemma":[0.00003920504,0.0003467928,0.9865026,0.00002392706,0.00005191784,0.004512648,0.0001612181,0.006298983,0.0008610219,0.0007872808,0.0004048422,0.000009432191],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997566,0.0001031017,0.001235578,0.00005861485,0.00000404314,0.00002378378,0.0003046566,0.00001606436,0.0006881861],"genre_scores_gemma":[0.998811,0.00001744285,0.00072955,0.0000155852,0.000005388255,0.00001029005,0.0003183691,0.000002766126,0.00008960423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001769497,"threshold_uncertainty_score":0.005934894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910109535370211,"score_gpt":0.2626606657496618,"score_spread":0.2435595703959597,"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."}}