{"id":"W2904795993","doi":"10.3899/jrheum.180478","title":"Use of Consensus Methodology to Determine Candidate Items for Systemic Lupus Erythematosus Classification Criteria","year":2018,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Toronto Western Hospital","funders":"National Institute for Health and Care Research","keywords":"Medicine; Rheumatology; Systemic lupus erythematosus; Rheumatism; Arthritis; Autoantibody; Internal medicine; Immunology; Disease; Antibody","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00381802,0.0002020643,0.001279214,0.0005004475,0.0001159436,0.00001484696,0.0003767532,0.0002003995,0.00006031586],"category_scores_gemma":[0.004286734,0.0001253832,0.0001780812,0.0003491602,0.0004893141,0.00005711861,0.00007265838,0.0002272844,0.00003053242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001264277,"about_ca_system_score_gemma":0.0003528516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001558749,"about_ca_topic_score_gemma":0.00006709481,"domain_scores_codex":[0.9962856,0.001158022,0.001571975,0.0001916076,0.0003542397,0.0004385849],"domain_scores_gemma":[0.9912458,0.004859843,0.001202183,0.0006479206,0.001824236,0.0002200007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.01731684,0.0002017236,0.4278102,0.003151007,0.001108323,0.00007636753,0.01225254,0.00001024877,0.4745658,0.002175502,0.05953907,0.001792365],"study_design_scores_gemma":[0.003063353,0.002058709,0.0005067522,0.001532134,0.0002885385,0.9758622,0.002671603,0.001609205,0.008578109,0.0003320972,0.003358961,0.0001383617],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788727,0.0004702974,0.01408353,0.004291066,0.00124526,0.0009719753,0.00001464304,0.00001695853,0.00003355583],"genre_scores_gemma":[0.9867935,0.0001766133,0.01231872,0.0001396425,0.00007102937,0.00002370184,0.000002885243,0.00004354447,0.0004304296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9757858,"threshold_uncertainty_score":0.5131931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1734487652950533,"score_gpt":0.3926819264871353,"score_spread":0.219233161192082,"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."}}