{"id":"W7126013704","doi":"10.17863/cam.125176","title":"Second international consensus report on gaps and opportunities for the clinical translation of precision diabetes medicine.","year":2023,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Institute of General Medical Sciences; Wellcome Trust; Hong Kong Government; National Heart, Lung, and Blood Institute; Trond Mohn stiftelse; Sun Pharma; American Heart Association; Novo Nordisk Fonden; Pfizer; Diabetesforbundet; European Association for the Study of Diabetes; Australian Government; Lunds Universitet; Norges Forskningsråd; National Health Research Institutes; Novo Nordisk; Innovation and Technology Commission; Ministero della Salute; Albert-Ludwigs-Universität Freiburg; Moonshot Research and Development Program; Canadian Institutes of Health Research; Diabetes UK; National Institute for Health and Care Research; John Templeton Foundation; British Heart Foundation; Boettcher Foundation; Diabetes Research Connection; National Institutes of Health; Bigfoot Biomedical; Dexcom; AstraZeneca; Research England; Insulet Corporation; Eli Lilly and Company; Immune Tolerance Network; MannKind Corporation; Doris Duke Charitable Foundation; Pediatric Endocrine Society; KU Leuven; Hamilton Health Sciences; Center for Duchenne Muscular Dystrophy, University of California, Los Angeles; Medical Research Council; Leona M. and Harry B. Helmsley Charitable Trust; U.S. Department of Veterans Affairs; Daiichi Sankyo Europe; Yale University; National Health and Medical Research Council; National Institute of Allergy and Infectious Diseases; Sanofi; American Diabetes Association","keywords":"Precision medicine; MEDLINE; Common cause and special cause; Presentation (obstetrics); Key (lock); Evidence-based medicine; Alternative medicine; Systematic review","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1682479,0.002851628,0.005442088,0.01159455,0.002647025,0.01033984,0.0137392,0.02032455,0.01394468],"category_scores_gemma":[0.1523355,0.001706941,0.007166713,0.009596631,0.003658634,0.005678154,0.01373757,0.01864773,0.009394933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01333402,"about_ca_system_score_gemma":0.08206923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0250416,"about_ca_topic_score_gemma":0.01800751,"domain_scores_codex":[0.9343222,0.0177487,0.01492274,0.004805654,0.02371469,0.004485969],"domain_scores_gemma":[0.7507594,0.08939984,0.01513237,0.01011586,0.113541,0.02105161],"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":[0.0005947076,0.0001383365,0.001253608,0.01775552,0.0005224575,0.0002352308,0.0007567781,0.000498291,0.000546016,0.01210074,0.8285778,0.1370205],"study_design_scores_gemma":[0.0004042281,0.000137269,0.004807097,0.05597696,0.001430606,0.000319786,0.001113781,0.0003609967,0.001200089,0.008604815,0.9255201,0.0001242072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001591797,0.2425521,0.01369573,0.5886094,0.1086992,0.001216343,0.01384346,0.0006423651,0.02914956],"genre_scores_gemma":[0.04146318,0.3227749,0.1082899,0.3849806,0.03445045,0.01181086,0.05749761,0.001704428,0.03702809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1682479,"threshold_uncertainty_score":0.8897907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1185436188177929,"score_gpt":0.3382285839715968,"score_spread":0.2196849651538038,"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."}}