{"id":"W4383683878","doi":"10.58931/cdet.2023.119","title":"Addressing NAFLD as a type 2 diabetes complication using the emerging paradigms in diagnostic and management techniques","year":2023,"lang":"en","type":"article","venue":"Canadian Diabetes & Endocrinology Today","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"LMC Diabetes & Endocrinology (Canada)","funders":"","keywords":"Medicine; Fatty liver; Cirrhosis; Liver biopsy; Gastroenterology; Type 2 diabetes; Internal medicine; Liver disease; Diabetes mellitus; Complication; Hepatocellular carcinoma; Body mass index; Type 2 Diabetes Mellitus; Chronic liver disease; Disease; Biopsy; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001217279,0.0001994739,0.0002801251,0.0004972942,0.0002225382,0.00004264415,0.0001233662,0.00006488946,0.00005405151],"category_scores_gemma":[0.000160421,0.0001636675,0.00004906673,0.0005457414,0.0001621643,0.00007092248,0.00007684759,0.0001537366,0.00005658008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002719838,"about_ca_system_score_gemma":0.000118096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00445392,"about_ca_topic_score_gemma":0.003064457,"domain_scores_codex":[0.9983623,0.00007767441,0.0002375626,0.0003752061,0.0001142186,0.0008330429],"domain_scores_gemma":[0.9988871,0.0003869404,0.00005826797,0.0003503216,0.00004186806,0.0002755049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005013217,0.00005533578,0.9559618,0.0001242938,0.0002134685,0.0004185983,0.0002160667,0.0000155338,0.000346849,0.002295456,0.001702513,0.03864508],"study_design_scores_gemma":[0.0006457367,0.0001519762,0.9731464,0.0005511222,0.0003314334,0.00001415067,0.0002847532,0.0007011382,0.002672353,0.0009800622,0.02027957,0.0002412998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877576,0.003987449,6.277772e-7,0.005604287,0.0001235443,0.0008838554,0.00001889702,0.0001163792,0.001507418],"genre_scores_gemma":[0.995416,0.001815105,0.0001397559,0.001982049,0.00005962581,0.000394521,0.00009361346,0.00003102492,0.00006825501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03840378,"threshold_uncertainty_score":0.6733024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04381215579334607,"score_gpt":0.3152189926446022,"score_spread":0.2714068368512562,"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."}}