{"id":"W3205890987","doi":"10.20900/immunometab20210033","title":"Adipose Tissue Radiodensity in Chronic Diseases: A Literature Review of the Applied Methodologies","year":2021,"lang":"en","type":"review","venue":"Immunometabolism","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Radiodensity; Adipose tissue; Medicine; Radiology; Internal medicine; Radiography","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":[0.005565593,0.001254645,0.002755589,0.01383674,0.0005605291,0.002489112,0.001571075,0.001342815,0.003677122],"category_scores_gemma":[0.01490083,0.0006490119,0.002550336,0.01407858,0.001027146,0.002182568,0.001364466,0.001128892,0.0006424666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00177147,"about_ca_system_score_gemma":0.006375829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003312366,"about_ca_topic_score_gemma":0.005347995,"domain_scores_codex":[0.9971434,0.0008305891,0.001030207,0.0003251894,0.0005734607,0.00009707227],"domain_scores_gemma":[0.9846993,0.01200507,0.00150315,0.0002577115,0.001416778,0.0001181073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001430421,0.00005035123,0.001449434,0.3755879,0.001071686,0.0003068498,0.0004509473,0.0003190477,0.0004339713,0.002621811,0.007337426,0.6102275],"study_design_scores_gemma":[0.00006046993,0.0002339249,0.0104294,0.62781,0.007992028,0.003516777,0.0008677209,0.0003082981,0.0007336115,0.003743686,0.3442018,0.0001022605],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001455123,0.9992324,0.000115718,0.0001866128,0.00006635007,0.00001278638,0.00003312703,0.000002760835,0.0002047142],"genre_scores_gemma":[0.001436497,0.9979075,0.0003479121,0.0001362674,0.00007454611,0.00002195115,0.0000320021,0.000001416562,0.00004195383],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01383674,"threshold_uncertainty_score":0.02943403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03338127783309251,"score_gpt":0.3516950730598626,"score_spread":0.3183137952267701,"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."}}