{"id":"W4317107262","doi":"10.3389/fendo.2022.1094954","title":"Commentary: Is there a role for diabetes-specific nutrition formulas as meal replacements in type 2 diabetes?","year":2023,"lang":"en","type":"letter","venue":"Frontiers in Endocrinology","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Type 2 diabetes; Diabetes mellitus; Meal; Medicine; Endocrinology; Internal medicine; Type 1 diabetes; Intensive care medicine","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":[0.004891511,0.00137581,0.002158998,0.001062207,0.00348943,0.002596955,0.003129229,0.05441659,0.01396707],"category_scores_gemma":[0.02561069,0.0008452281,0.001856968,0.0009345961,0.002606746,0.003769533,0.001317868,0.04370863,0.01357939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004649698,"about_ca_system_score_gemma":0.00547222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00812444,"about_ca_topic_score_gemma":0.01087665,"domain_scores_codex":[0.997177,0.0007563575,0.0004137687,0.0004837289,0.0008701999,0.000299004],"domain_scores_gemma":[0.988573,0.006240954,0.0006851086,0.0002275512,0.002386515,0.001886857],"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":[0.00007210056,0.00001816904,0.0001150258,0.00006285887,0.000009027792,0.0003532165,0.00003183862,0.00001762286,0.00006467196,0.000483193,0.9955081,0.003264224],"study_design_scores_gemma":[0.0002659174,0.0001026567,0.0009936244,0.0006144198,0.00006292339,0.00130486,0.0002210556,0.0002096412,0.0002258769,0.005006291,0.9909158,0.00007685119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001242381,0.001539692,0.00004612606,0.947063,0.0496382,0.00001769641,0.0001443531,0.00003321901,0.001393391],"genre_scores_gemma":[0.0009724794,0.001035901,0.0001035172,0.9400262,0.05386738,0.00003689661,0.00004176037,0.00002084748,0.003895012],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05441659,"threshold_uncertainty_score":0.0467245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114336185550705,"score_gpt":0.2731001665841065,"score_spread":0.2519568047285994,"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."}}