{"id":"W4210968404","doi":"10.2337/dc21-1756","title":"<i>Trans</i> Fatty Acid Biomarkers and Incident Type 2 Diabetes: Pooled Analysis of 12 Prospective Cohort Studies in the Fatty Acids and Outcomes Research Consortium (FORCE)","year":2022,"lang":"en","type":"review","venue":"Diabetes Care","topic":"Fatty Acid Research and Health","field":"Nursing","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; Medical Research Council; Pharmavite; Danone; National Cancer Institute; Cleveland Clinic Foundation; Cleveland Clinic; Bill and Melinda Gates Foundation; South Dakota Governor's Office of Economic Development; National Institutes of Health; Cancer Research UK; National Institute for Health and Care Research; Rockefeller Foundation","keywords":"Medicine; Prospective cohort study; Type 2 diabetes; Internal medicine; Diabetes mellitus; Cohort study; Relative risk; Cohort; Endocrinology; Confidence interval","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":[0.03141038,0.002733095,0.007551864,0.006568763,0.0005125612,0.003447388,0.001273267,0.001640544,0.001441803],"category_scores_gemma":[0.0403371,0.00175096,0.03467031,0.007985618,0.0004640131,0.0007931216,0.00206075,0.0009364077,0.0002290535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008779989,"about_ca_system_score_gemma":0.001751418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008494129,"about_ca_topic_score_gemma":0.009710682,"domain_scores_codex":[0.9812243,0.01033466,0.004124913,0.002449164,0.001438116,0.0004288213],"domain_scores_gemma":[0.9784229,0.0103151,0.005592908,0.003002098,0.002354545,0.0003124212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.004612919,0.00003331569,0.07190627,0.007176328,0.9084707,0.00009008696,0.00006374387,0.0009798723,0.000632664,0.00004761968,0.0006079267,0.005378552],"study_design_scores_gemma":[0.00112055,0.0003450458,0.0619913,0.001056031,0.9332054,0.0001267832,0.00004649557,0.0005915312,0.0003467546,0.0001346699,0.0009972674,0.00003822714],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3657464,0.5814943,0.02332977,0.001141475,0.0008808989,0.001998528,0.02268056,0.0007685301,0.001959436],"genre_scores_gemma":[0.9256735,0.04723305,0.01494205,0.0005699608,0.0003504767,0.002218671,0.008175855,0.0001561656,0.0006803506],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03141038,"threshold_uncertainty_score":0.1661159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07855351316265642,"score_gpt":0.4103631245976593,"score_spread":0.3318096114350029,"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."}}