{"id":"W2003712771","doi":"10.1385/jcd:8:3:293","title":"Reproducibility of DXA Estimations of Body Fat in HIV Lipodystrophy","year":2005,"lang":"en","type":"article","venue":"Journal of Clinical Densitometry","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"Canadian Institutes of Health Research","keywords":"Lipodystrophy; Medicine; Reproducibility; Coefficient of variation; Nuclear medicine; Human immunodeficiency virus (HIV); Dual-energy X-ray absorptiometry; Classification of obesity; Fat mass; Body mass index; Internal medicine; Statistics; Antiretroviral therapy; Mathematics; Bone mineral","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002511079,0.00009115936,0.0008840585,0.0004394108,0.00002357602,0.000002875892,0.0001070963,0.0001549818,0.00006342623],"category_scores_gemma":[0.006427906,0.00007032175,0.0003093785,0.0006816585,0.0001156424,0.00009146925,0.00002912706,0.0005474468,0.00002727473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006972556,"about_ca_system_score_gemma":0.0002470381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000142315,"about_ca_topic_score_gemma":0.000003224268,"domain_scores_codex":[0.9962302,0.0001437042,0.00283588,0.0002856409,0.0003671512,0.000137358],"domain_scores_gemma":[0.9961691,0.0007524219,0.001254459,0.0008878851,0.0007257229,0.0002103502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005332643,0.003138996,0.976572,0.0001061822,0.0001587846,0.00003556191,0.00006871905,0.0001463072,0.0006916443,0.0001114328,0.001411968,0.01702514],"study_design_scores_gemma":[0.002757736,0.0008336558,0.993023,0.0004110551,0.0001792629,0.0001133213,0.00002786684,0.0008108543,0.0008446389,0.0002595287,0.0006933175,0.00004575236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942232,0.0006020572,0.0005205019,0.003499581,0.0001850559,0.0001778244,0.000008079067,0.00000564313,0.0007780349],"genre_scores_gemma":[0.9723152,0.0001745458,0.02693185,0.0001012034,0.0003394123,0.000001111715,0.000003882952,0.000008895826,0.0001239292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02641135,"threshold_uncertainty_score":0.7695269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06938467001588282,"score_gpt":0.4588902400185305,"score_spread":0.3895055700026477,"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."}}