{"id":"W4403832288","doi":"10.1681/asn.202473whkbzj","title":"Characterization of Screening Patterns and Identification of Patients with Lupus Nephritis in a Community Rheumatology Setting","year":2024,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Aurinia (Canada)","funders":"","keywords":"Lupus nephritis; Rheumatology; Medicine; Internal medicine; Identification (biology); Systemic lupus erythematosus; Nephrology; Dermatology; Disease; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001009283,0.0002469667,0.0003488323,0.001804075,0.000599687,0.000976422,0.0006766788,0.0005580648,0.001704035],"category_scores_gemma":[0.005022244,0.0002386912,0.0003758311,0.001937758,0.0002970967,0.0006538548,0.00082816,0.0004843001,0.0002305641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006268806,"about_ca_system_score_gemma":0.0009365473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01040335,"about_ca_topic_score_gemma":0.01431163,"domain_scores_codex":[0.9986616,0.000304164,0.0002235657,0.0003064765,0.0002300419,0.0002741443],"domain_scores_gemma":[0.9946055,0.0007468188,0.003108195,0.0001380677,0.0005013556,0.0009001639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002844,0.00001528739,0.9993474,0.000004634094,0.00000753595,0.00005141849,0.00004334593,0.00001441871,0.00004617386,0.00000636784,0.00006115181,0.0003738296],"study_design_scores_gemma":[0.000005587453,0.00006797999,0.9986334,0.000010171,0.000009334202,0.0004733168,0.0003917344,0.0002400346,0.00003706148,0.00001789561,0.0001093128,0.000004035464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989052,0.0001073404,0.00006559776,0.0000555329,0.000003253016,0.00001644388,0.0004237067,0.000003945064,0.000419039],"genre_scores_gemma":[0.9994288,0.00004113642,0.000106231,0.00002331162,0.000005126142,0.00001176202,0.0003405041,0.000001392169,0.00004167129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040335,"threshold_uncertainty_score":0.02068561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313802541673424,"score_gpt":0.2800067718402975,"score_spread":0.2668687464235632,"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."}}