{"id":"W4213055123","doi":"10.1093/jn/nxac039","title":"Importance of Carbohydrate Quality: What Does It Mean and How to Measure It?","year":2022,"lang":"en","type":"review","venue":"Journal of Nutrition","topic":"Food composition and properties","field":"Nursing","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Ontario Ministry of Research and Innovation; Obesity Canada; U.S. Department of Agriculture; European Food Safety Authority; Banting and Best Diabetes Centre, University of Toronto; European Association for the Study of Diabetes; Physicians' Services Incorporated Foundation; Physicians Committee for Responsible Medicine; United Soybean Board; Loblaw Companies Limited; Alberta Pulse Growers Commission; International Sweeteners Association; University of Toronto; Society for Endocrinology; Canadian Cardiovascular Society; Danone; Diabetes Canada; Almond Board of California; International Nut and Dried Fruit Council; Glycemic Index Foundation; Soy Nutrition Institute; Dairy Farmers of Canada; Canadian Institutes of Health Research; National Honey Board; General Mills","keywords":"Measure (data warehouse); Carbohydrate; Quality (philosophy); Chemistry; Food science; Biochemistry; Computer science; Data mining; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005155951,0.001323257,0.004141551,0.003682099,0.0005582782,0.003795442,0.001877569,0.002284073,0.001874817],"category_scores_gemma":[0.009771881,0.0005738793,0.001510634,0.004171446,0.00302943,0.004832411,0.001231009,0.004254878,0.001000934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002150741,"about_ca_system_score_gemma":0.003629001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006442432,"about_ca_topic_score_gemma":0.006227675,"domain_scores_codex":[0.9974903,0.0008177317,0.0005134061,0.0002960227,0.0007905571,0.00009195595],"domain_scores_gemma":[0.9938183,0.003928643,0.0007034901,0.00010998,0.001257398,0.0001821499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001487147,0.00007611144,0.001857577,0.05641999,0.0004707783,0.0001001074,0.0003945718,0.0001383807,0.0004143318,0.006936939,0.03197226,0.9010702],"study_design_scores_gemma":[0.00008716121,0.0003508874,0.01830792,0.1785818,0.00188668,0.002716527,0.002585693,0.0004837422,0.0007664019,0.02278429,0.7712085,0.0002405871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009404579,0.9962342,0.0001535331,0.002636247,0.0005137765,0.000008199452,0.00002174053,0.00000356182,0.0003346663],"genre_scores_gemma":[0.001381537,0.9966666,0.0004230378,0.0009040614,0.0004528224,0.00001943846,0.00002355755,0.000002512019,0.0001264228],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006442432,"threshold_uncertainty_score":0.02726758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085902287895131,"score_gpt":0.342668124567465,"score_spread":0.2340778957779519,"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."}}