{"id":"W4410513036","doi":"10.3899/jrheum.2025-0390.pv140","title":"LUPUS RESEARCH ALLIANCE 2024-2028 RESEARCH STRATEGIC PLAN: ACCELERATING PRECISION MEDICINE FOR PEOPLE LIVING WITH LUPUS","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Systemic lupus erythematosus; Alliance; Lupus erythematosus; Dermatology; Pathology; Immunology; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0388469,0.00107799,0.001010176,0.002131146,0.003000672,0.009712993,0.003771556,0.008817274,0.1212753],"category_scores_gemma":[0.03972337,0.0005931508,0.001979255,0.001816084,0.001893323,0.006903538,0.009739595,0.01070029,0.08658443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004421591,"about_ca_system_score_gemma":0.04111933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00324965,"about_ca_topic_score_gemma":0.006106316,"domain_scores_codex":[0.9770248,0.01361168,0.0009519852,0.001296836,0.004442683,0.002672013],"domain_scores_gemma":[0.9292241,0.01422062,0.004204152,0.003674856,0.01438592,0.03429044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000181197,0.0002044826,0.0008997457,0.0004046876,0.00003122717,0.00005778113,0.0001162264,0.00009262988,0.0003220416,0.007109224,0.9054896,0.0850912],"study_design_scores_gemma":[0.0004365893,0.0003563332,0.00204162,0.001014145,0.00003882245,0.0001187939,0.000321017,0.0002713674,0.0003755572,0.009398847,0.9855913,0.00003556553],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00282328,0.0150924,0.01242675,0.6928955,0.02971928,0.002533329,0.01571081,0.003966725,0.2248319],"genre_scores_gemma":[0.03995435,0.02669338,0.08858848,0.5470818,0.02166963,0.007178944,0.03314302,0.001817415,0.2338729],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1212753,"threshold_uncertainty_score":0.4057062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373691563276636,"score_gpt":0.4180030084491865,"score_spread":0.2806338521215228,"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."}}