{"id":"W4321126294","doi":"10.53350/pjmhs20221612644","title":"The Frequency of Abnormally High Liver Enzymes and their Connection to Type 2 Diabetes Mellitus","year":2022,"lang":"en","type":"article","venue":"","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Alkaline phosphatase; Medicine; Body mass index; Internal medicine; Diabetes mellitus; Statistical significance; Albumin; Population; Type 2 Diabetes Mellitus; Population study; Type 2 diabetes; Bilirubin; Gastroenterology; Endocrinology; Enzyme; Biology; Biochemistry","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":[0.0004610838,0.0002600991,0.0002178421,0.0009521464,0.0002769164,0.0004246178,0.0002072164,0.0003523933,0.002290866],"category_scores_gemma":[0.001730911,0.0002095797,0.0001752877,0.000922926,0.0002030179,0.0003471025,0.0002397854,0.000407444,0.0002917817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345522,"about_ca_system_score_gemma":0.0001290299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001069686,"about_ca_topic_score_gemma":0.001150091,"domain_scores_codex":[0.9996071,0.00009721416,0.00005970708,0.00007388811,0.000101128,0.0000609275],"domain_scores_gemma":[0.9983688,0.0003071206,0.0009159768,0.00005378152,0.0001515736,0.0002027803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004617806,0.00001863323,0.9988675,0.000006113618,0.00001045842,0.00005263721,0.0000197595,0.000007450735,0.00008742262,0.000002969169,0.00002943843,0.0008514373],"study_design_scores_gemma":[0.000002817459,0.00007388052,0.999008,0.000004506298,0.00001025218,0.0006606922,0.00008260909,0.00004159634,0.00003761405,0.000007231621,0.00006914423,0.000001523802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988233,0.0003962674,0.00005704528,0.00004157643,0.00000983311,0.000005588415,0.0001581544,0.000002163718,0.000506072],"genre_scores_gemma":[0.9993025,0.0002344625,0.00009878832,0.00001804439,0.00002700231,0.000005664408,0.0001372774,6.404121e-7,0.0001754697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002290866,"threshold_uncertainty_score":0.007663727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0099193043308997,"score_gpt":0.2181246820418484,"score_spread":0.2082053777109487,"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."}}