{"id":"W2111354330","doi":"10.2337/db14-1514","title":"Deciphering Metabolic Messages From the Gut Drives Therapeutic Innovation: The 2014 Banting Lecture","year":2015,"lang":"en","type":"article","venue":"Diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Mount Sinai Hospital","funders":"Canadian Institutes of Health Research","keywords":"Postprandial; Glucose homeostasis; Medal; Internal medicine; Endocrinology; Medicine; Hormone; Liraglutide; Diabetes mellitus; Blood sugar regulation; Insulin; Type 2 diabetes; Insulin resistance; Art","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.005311472,0.001068023,0.0006673203,0.000966043,0.001256587,0.005836396,0.001022053,0.003042856,0.008674744],"category_scores_gemma":[0.005258582,0.0003106135,0.0005977617,0.00045998,0.002590027,0.004016999,0.002235229,0.01153468,0.004574431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002987253,"about_ca_system_score_gemma":0.003491289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001105414,"about_ca_topic_score_gemma":0.002435576,"domain_scores_codex":[0.9977659,0.0006007025,0.0001012246,0.0003128773,0.0007874507,0.0004319393],"domain_scores_gemma":[0.9970534,0.0005189574,0.0001526097,0.00006172968,0.0006875626,0.001525737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002504672,0.00009303125,0.0003826913,0.0003612746,0.00002613331,0.0002243218,0.0002526111,0.0001291625,0.002006932,0.01336446,0.8546666,0.1282424],"study_design_scores_gemma":[0.00003893117,0.0001698878,0.0004680733,0.0004841977,0.00002458259,0.0003242091,0.0002737798,0.0001637492,0.001043024,0.007822948,0.989151,0.0000355629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002217754,0.1837194,0.002433288,0.518655,0.2650782,0.00004469857,0.0001310129,0.0002018468,0.02751873],"genre_scores_gemma":[0.03504589,0.3057723,0.003549509,0.2242697,0.3002166,0.000133176,0.0002998032,0.0002386416,0.1304744],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.008674744,"threshold_uncertainty_score":0.02901989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02650268578521783,"score_gpt":0.2644231058234964,"score_spread":0.2379204200382785,"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."}}