{"id":"W4411193213","doi":"10.1177/09612033251345184","title":"Diagnostic overshadowing in systemic lupus erythematosus (SLE): A qualitative study","year":2025,"lang":"en","type":"article","venue":"Lupus","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"LUPUS UK","keywords":"Medicine; Systemic lupus erythematosus; Dermatology; Systemic lupus; Lupus erythematosus; Immunology; Internal medicine; Disease; Antibody","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001892429,0.0003947537,0.001108209,0.0009516382,0.000117461,0.00006969365,0.0003460681,0.0001954862,0.00008970991],"category_scores_gemma":[0.003325412,0.0003406444,0.0001906762,0.0015495,0.0001119104,0.0001534534,0.000252214,0.0005794207,0.000307433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009891165,"about_ca_system_score_gemma":0.0004097042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003676398,"about_ca_topic_score_gemma":0.0003522896,"domain_scores_codex":[0.9956571,0.0008384229,0.001002971,0.0007860762,0.0009087734,0.0008066178],"domain_scores_gemma":[0.9950196,0.003417428,0.0001490615,0.0009834798,0.0002188486,0.0002115628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004105488,0.0008742401,0.8722786,0.002061142,0.0003116131,0.001612557,0.1127024,0.00001172108,0.0005419934,0.001123341,0.007886016,0.0001858722],"study_design_scores_gemma":[0.02611223,0.001055946,0.003297224,0.01673777,0.000402114,0.04417506,0.9036455,0.0006593013,0.0003684752,0.001169452,0.001585869,0.0007910738],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784094,0.003513641,0.0001745341,0.0004134999,0.005100751,0.003868403,0.000007565312,0.0001932112,0.008318973],"genre_scores_gemma":[0.9645876,0.00007480868,0.00009072759,0.0001430728,0.0001006701,0.0006481772,0.0000114936,0.00005616548,0.03428732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8689814,"threshold_uncertainty_score":0.9999046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02639167922760602,"score_gpt":0.3629353910987407,"score_spread":0.3365437118711347,"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."}}