{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005418936,0.0002336938,0.0005621205,0.00006230847,0.0002095123,0.00003737481,0.00009550352,0.00006816574,0.00006262231],"category_scores_gemma":[0.0001883872,0.0002071502,0.0002039101,0.0004435366,0.0000338245,0.00007309765,0.0001785943,0.0001281227,0.00001918897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009689727,"about_ca_system_score_gemma":0.00002438271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001534367,"about_ca_topic_score_gemma":0.000001651434,"domain_scores_codex":[0.9983051,0.0001587264,0.0003363079,0.0005066211,0.0002388823,0.0004543712],"domain_scores_gemma":[0.9986185,0.0004107168,0.00007068088,0.0004055855,0.0003613989,0.0001331569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007475726,0.003005923,0.9736158,0.00135547,0.001319879,0.00001916112,0.0001118646,6.22269e-7,0.004075371,0.00004457179,0.005049453,0.01132715],"study_design_scores_gemma":[0.002621376,0.0008885626,0.9719548,0.0001984,0.000553204,3.937605e-7,0.00111939,0.00004423274,0.009109252,0.000816256,0.01245858,0.0002355708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898611,0.005882488,0.000007433332,0.0005414042,0.0007465437,0.001816707,0.00002609209,0.0001944628,0.0009238214],"genre_scores_gemma":[0.9628968,0.0002664558,0.034741,0.0002384499,0.0004731155,0.0008008816,0.0001203435,0.00004220322,0.0004207804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03473356,"threshold_uncertainty_score":0.8447341,"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."}}