{"id":"W4210274015","doi":"10.1093/rheumatology/keac083","title":"Gene signature fingerprints stratify SLE patients in groups with similar biological disease profiles: a multicentre longitudinal study","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":"","funders":"Arthritis Society; Dutch Arthritis Society","keywords":"Gene signature; Medicine; Disease; Gene expression profiling; Internal medicine; Gene; Transcriptome; Cohort; Oncology; Immunology; Gene expression; Bioinformatics; Genetics; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001707141,0.0005547191,0.0005164125,0.0007391354,0.0009006719,0.0008389105,0.0004270214,0.0007920751,0.0008649029],"category_scores_gemma":[0.001855546,0.0004804774,0.0007539978,0.0007385179,0.0004272802,0.000720621,0.0006677232,0.0009361454,0.0003712408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004105565,"about_ca_system_score_gemma":0.0003835901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002602443,"about_ca_topic_score_gemma":0.002578031,"domain_scores_codex":[0.9990339,0.0003286729,0.0000664477,0.0003229494,0.0001033395,0.0001445909],"domain_scores_gemma":[0.9985312,0.0001798108,0.0005046932,0.000255334,0.0001660069,0.0003628602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001082824,0.0002665922,0.9949586,0.000008868119,0.0001371133,0.0001379401,0.0003153127,0.00003370139,0.001754226,0.00001319114,0.00007848342,0.001213163],"study_design_scores_gemma":[0.0000638923,0.000820717,0.99805,0.000005027326,0.00006582258,0.0003105685,0.0002276032,0.0001884451,0.0001218691,0.00001957704,0.0001193639,0.000007070234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996734,0.00005085033,0.00009556795,0.00001396781,0.000002446768,0.00001352117,0.00009546802,0.000002287177,0.00005239244],"genre_scores_gemma":[0.9992446,0.00003170691,0.0002108454,0.00002802198,0.000008456615,0.00002312339,0.0003294352,0.000002753461,0.0001210545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002602443,"threshold_uncertainty_score":0.009028316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03414017460189792,"score_gpt":0.2994301257407683,"score_spread":0.2652899511388704,"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."}}