{"id":"W4410513161","doi":"10.3899/jrheum.2025-0390.pv085","title":"DEFINING LUPUS TRIAL RECRUITMENT CHALLENGES AND IDENTIFYING COLLABORATIVE SOLUTIONS THROUGH THE LUPUS CLINICAL INVESTIGATORS NETWORK (LUCIN)","year":2025,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Systemic lupus erythematosus; Clinical trial; Lupus erythematosus; MEDLINE; Family medicine; Intensive care medicine; Physical therapy; Immunology; Internal medicine; Disease; Antibody","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2110004,0.0004837047,0.0005203431,0.003001671,0.008536183,0.01375912,0.002922026,0.003127929,0.006566395],"category_scores_gemma":[0.2539367,0.0007878055,0.0006114356,0.003336977,0.003527435,0.01117304,0.01999304,0.004319784,0.001186855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01202287,"about_ca_system_score_gemma":0.06066689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007352289,"about_ca_topic_score_gemma":0.01615839,"domain_scores_codex":[0.7733135,0.1844123,0.0115445,0.006838783,0.01384823,0.0100428],"domain_scores_gemma":[0.6657781,0.1668373,0.06142206,0.01310883,0.03266251,0.06019124],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006034672,0.000626927,0.3235888,0.002177595,0.0001906148,0.000915045,0.09176682,0.001189858,0.001000118,0.03770954,0.1752356,0.3649957],"study_design_scores_gemma":[0.0004756258,0.00123204,0.1747598,0.009005463,0.0001699502,0.001316124,0.2467556,0.009789113,0.001511839,0.05472301,0.4997437,0.0005176062],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2540351,0.00713607,0.02614977,0.6546869,0.001384696,0.003149437,0.001262291,0.0004621486,0.05173359],"genre_scores_gemma":[0.8568321,0.00523625,0.0612304,0.05968034,0.00121213,0.006238253,0.001358589,0.0001871229,0.00802494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7889996,"threshold_uncertainty_score":0.9729769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3413116999830881,"score_gpt":0.4877762646182782,"score_spread":0.1464645646351901,"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."}}