{"id":"W4393045183","doi":"10.1007/s00296-024-05561-0","title":"Examining the clinical and radiological landscape of rhupus: navigating the challenges in disease classification","year":2024,"lang":"en","type":"review","venue":"Rheumatology International","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Systemic lupus erythematosus; Rheumatoid arthritis; Lupus nephritis; Disease; Rheumatology; Intensive care medicine; Dermatology; Internal medicine","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":[0.004603675,0.0006861322,0.002735588,0.004999784,0.0004311537,0.003453848,0.001443521,0.001468057,0.001425895],"category_scores_gemma":[0.01024892,0.0004243938,0.0008280069,0.00425108,0.001434344,0.003972271,0.001437686,0.002808978,0.0006002145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468241,"about_ca_system_score_gemma":0.004342565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005020149,"about_ca_topic_score_gemma":0.01064551,"domain_scores_codex":[0.9984609,0.0004581669,0.0003526413,0.0002053796,0.0004406129,0.00008224871],"domain_scores_gemma":[0.9919457,0.004962245,0.0009623177,0.0001218758,0.001788707,0.000219137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007105387,0.00002990417,0.00294331,0.02054959,0.000226371,0.0002184064,0.0002430083,0.0002583964,0.0004231609,0.004356348,0.02026057,0.9504198],"study_design_scores_gemma":[0.00006841894,0.0001990462,0.0193346,0.08889151,0.001202262,0.007822647,0.002265851,0.0008631385,0.0004127168,0.01636324,0.8624117,0.0001648317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001864165,0.9972923,0.0001547047,0.001852615,0.0001705963,0.00000401606,0.0000141052,0.00000380447,0.0003213425],"genre_scores_gemma":[0.002405654,0.9951633,0.0006647404,0.001003388,0.0005949592,0.000007253729,0.00004103611,0.000002171467,0.0001174517],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005020149,"threshold_uncertainty_score":0.02434683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2923386572335416,"score_gpt":0.4654500091443809,"score_spread":0.1731113519108393,"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."}}