{"id":"W2126343470","doi":"10.1191/0961203304lu2024oa","title":"ACR classification criteria for systemic lupus erythematosus: limitations and revisions to neuropsychiatric variables","year":2004,"lang":"en","type":"article","venue":"Lupus","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Confounding; Categorization; Systemic lupus erythematosus; Rheumatology; Lupus erythematosus; Intensive care medicine; Internal medicine; Immunology; Disease; Artificial intelligence","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":[0.02150749,0.001636721,0.002261506,0.006363028,0.001752939,0.003207713,0.004812618,0.002279524,0.002208124],"category_scores_gemma":[0.06378149,0.0005479543,0.001983876,0.006756315,0.00176078,0.002285185,0.002307602,0.006750557,0.001764707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330062,"about_ca_system_score_gemma":0.009784463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01428066,"about_ca_topic_score_gemma":0.01802286,"domain_scores_codex":[0.975519,0.00828662,0.008348349,0.0009701443,0.005904443,0.0009714483],"domain_scores_gemma":[0.9374627,0.01483594,0.00597073,0.003898768,0.03544815,0.002383667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003710707,0.0002855028,0.07141615,0.002886865,0.0002914222,0.001562304,0.001727516,0.001872185,0.001707639,0.05025091,0.3476579,0.5199705],"study_design_scores_gemma":[0.000268774,0.0003588604,0.1267219,0.005783792,0.0006717943,0.02992443,0.00213684,0.005540208,0.00091064,0.04573216,0.7816178,0.0003327362],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0688242,0.3336526,0.2168552,0.1692243,0.08007742,0.007917685,0.02018283,0.002631347,0.1006345],"genre_scores_gemma":[0.3025074,0.08677649,0.5081088,0.02677277,0.0267235,0.008493135,0.02310888,0.0006708881,0.0168383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02150749,"threshold_uncertainty_score":0.1137438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.067576418075438,"score_gpt":0.341831418706372,"score_spread":0.274255000630934,"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."}}