{"id":"W3174509209","doi":"10.1038/s42255-021-00415-6","title":"There is more than one way to reach type 2 diabetes","year":2021,"lang":"en","type":"article","venue":"Nature Metabolism","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada)","funders":"Wellcome Trust","keywords":"Pancreatic islets; Islet; Diabetes mellitus; Pathophysiology; Medicine; Pancreas; Type 2 diabetes; Endocrinology; Bioinformatics; Internal medicine; Biology","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":[0.002294188,0.0009485133,0.001634004,0.0009616585,0.001129876,0.004428079,0.0008668904,0.003946357,0.01673907],"category_scores_gemma":[0.002187359,0.0002708368,0.001483388,0.0006214508,0.001654922,0.00370792,0.003495956,0.006869297,0.006298107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009968252,"about_ca_system_score_gemma":0.001658214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006743997,"about_ca_topic_score_gemma":0.0008658251,"domain_scores_codex":[0.9989126,0.0002715325,0.00008205536,0.0001664969,0.0003250296,0.0002422788],"domain_scores_gemma":[0.998412,0.0004145932,0.0001663278,0.0001212425,0.0003040491,0.0005817742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001810088,0.001647934,0.009394342,0.003103391,0.001024975,0.001231081,0.0004196594,0.0003876725,0.01335902,0.1152225,0.1311663,0.7212331],"study_design_scores_gemma":[0.0004580101,0.00177179,0.009326655,0.003468402,0.0005594307,0.002643429,0.0007976061,0.0003139205,0.005308786,0.1024947,0.872745,0.0001124007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02064872,0.4020047,0.0176859,0.4103735,0.02910921,0.00007943364,0.000457329,0.0007956868,0.1188455],"genre_scores_gemma":[0.2352147,0.3786859,0.03001421,0.2482061,0.02444478,0.0003899852,0.0007100403,0.0003414551,0.08199298],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01673907,"threshold_uncertainty_score":0.05599779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281111948580079,"score_gpt":0.271735916963755,"score_spread":0.2589247974779543,"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."}}