{"id":"W3177124455","doi":"10.2196/28930","title":"Abbreviated Dietary Self-monitoring for Type 2 Diabetes Management: Mixed Methods Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; Small Business Innovation Research","keywords":"Glycemic; Type 2 diabetes; Medicine; Diabetes mellitus; Dietary management; Diabetes management; Preference; Glycemic index; Gerontology; Internal medicine; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.04332502,0.001135816,0.001829889,0.00149033,0.00172285,0.001755231,0.001718087,0.001430595,0.003132362],"category_scores_gemma":[0.03028638,0.001172519,0.002547892,0.001783513,0.001029873,0.001919402,0.002062033,0.0009503994,0.0004466261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001625273,"about_ca_system_score_gemma":0.003618074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435391,"about_ca_topic_score_gemma":0.005527343,"domain_scores_codex":[0.9612254,0.03132399,0.002711599,0.001344812,0.002571252,0.000823084],"domain_scores_gemma":[0.9745882,0.01413574,0.005218858,0.00272709,0.002334703,0.0009953859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.07256691,0.1048609,0.4822603,0.01031975,0.007607515,0.001066552,0.02103193,0.001988049,0.004329275,0.002904012,0.004053964,0.2870109],"study_design_scores_gemma":[0.05200816,0.2642326,0.6300541,0.002376501,0.00419943,0.001091029,0.01666824,0.01406012,0.002372116,0.0028008,0.009649124,0.0004877654],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625915,0.00106436,0.006397584,0.0002890685,0.00009871379,0.02761279,0.000691327,0.00005171268,0.001202868],"genre_scores_gemma":[0.8639421,0.0008543154,0.04043451,0.001007592,0.0001114641,0.09229352,0.0006160102,0.00001536806,0.0007250944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04332502,"threshold_uncertainty_score":0.2291273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07481840454180323,"score_gpt":0.4113243389118714,"score_spread":0.3365059343700682,"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."}}