{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003895324,0.0001805582,0.0002439734,0.00004802147,0.0001511092,0.00009740511,0.0001757943,0.00004541472,0.00009562859],"category_scores_gemma":[0.0001344673,0.0000861502,0.00007032189,0.0003895578,0.00008792726,0.0001034731,0.00009700897,0.0001407475,0.00007434827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000193029,"about_ca_system_score_gemma":0.0000336343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003146822,"about_ca_topic_score_gemma":0.000008410064,"domain_scores_codex":[0.9989539,0.00007314075,0.0001994529,0.0002078617,0.0002765272,0.0002890981],"domain_scores_gemma":[0.9990291,0.0002830067,0.00009476652,0.000441948,0.00010737,0.00004378621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002062561,0.0001327065,0.7916273,0.00002328159,0.001835257,0.000006166533,0.002589687,0.00006854253,0.01002834,0.007562813,0.02128756,0.1648177],"study_design_scores_gemma":[0.001913966,0.0001361472,0.6129826,0.0001288072,0.001143094,6.77777e-7,0.001232295,0.0006720877,0.0236408,0.00601198,0.3518447,0.0002928351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663085,0.0193745,0.0001437177,0.008300207,0.0003120721,0.0004286082,0.000004083741,0.0001068732,0.005021408],"genre_scores_gemma":[0.993718,0.0001242909,0.0003571882,0.004595932,0.0004487576,0.0000737912,0.00004529614,0.00002638339,0.000610349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3305571,"threshold_uncertainty_score":0.3513103,"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."}}