{"id":"W4407723659","doi":"10.1210/clinem/dgaf103","title":"Lipodystrophy Severity Score to Assess Disease Burden in Lipodystrophy","year":2025,"lang":"en","type":"article","venue":"The Journal of Clinical Endocrinology & Metabolism","topic":"Nuclear Structure and Function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Chiesi Farmaceutici","keywords":"Lipodystrophy; Dyslipidemia; Medicine; Insulin resistance; Context (archaeology); Internal medicine; Diabetes mellitus; Intraclass correlation; Endocrinology; Psychometrics; Clinical psychology; Biology; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000692171,0.0001722277,0.0005112815,0.0001400331,0.0000704452,0.00001772908,0.0005654364,0.0001524201,0.00002656207],"category_scores_gemma":[0.001064532,0.0001167878,0.0002844701,0.0002143091,0.0001853729,0.00000959845,0.0002162988,0.0006443785,0.00001138676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001014879,"about_ca_system_score_gemma":0.0002263518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002610458,"about_ca_topic_score_gemma":0.00001671758,"domain_scores_codex":[0.9978145,0.0005530267,0.0009147335,0.0002324363,0.0001707994,0.0003144529],"domain_scores_gemma":[0.9987318,0.0001249113,0.0003040582,0.0004599532,0.0002017299,0.0001775785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03834463,0.001440181,0.1611051,0.0001667653,0.002691499,0.0007226724,0.0003682428,0.004941899,0.3013867,0.01445349,0.06800415,0.4063747],"study_design_scores_gemma":[0.001938552,0.000414376,0.6409119,0.00003994527,0.0002821208,0.00007998526,0.00007846863,0.00002429681,0.002497703,0.001901936,0.351666,0.0001647435],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892727,0.002419358,0.00101603,0.004555937,0.002137223,0.0001541422,0.000006743256,0.000006126485,0.0004318042],"genre_scores_gemma":[0.9931337,0.000944452,0.0006963905,0.00262945,0.002092271,0.000003495403,0.000003848087,0.00001453042,0.0004818508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4798067,"threshold_uncertainty_score":0.4762469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03312348606329734,"score_gpt":0.3528195525460971,"score_spread":0.3196960664827997,"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."}}