{"id":"W3116861048","doi":"10.2196/20888","title":"Relationship Between Diabetes, Stress, and Self-Management to Inform Chronic Disease Product Development: Retrospective Cross-Sectional Study","year":2020,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diabetes mellitus; Medicine; Glycemic; Distress; Stress management; Body mass index; Diabetes management; Disease; Physical therapy; Cross-sectional study; Gerontology; Clinical psychology; Type 2 diabetes; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003028581,0.0002771752,0.0003096234,0.0002276109,0.0003370991,0.0002043415,0.0001579401,0.00004663157,0.00007882689],"category_scores_gemma":[0.0002121856,0.0002722695,0.00005560628,0.0007746346,0.00005248625,0.0003812581,0.0002419155,0.0002162782,0.0002150399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003932747,"about_ca_system_score_gemma":0.0001240746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001110656,"about_ca_topic_score_gemma":0.000002258955,"domain_scores_codex":[0.9978136,0.00003243931,0.0004489826,0.0006672748,0.0005502499,0.0004873909],"domain_scores_gemma":[0.9988141,0.00007207868,0.0001194226,0.0003278721,0.0001321525,0.000534395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002215517,0.0004393014,0.9936047,0.0009102583,0.0002861705,0.000002001102,0.001243505,0.000009215278,0.000003978737,0.0001457096,0.001030503,0.00230251],"study_design_scores_gemma":[0.001167947,0.0004604986,0.9911886,0.00008346124,0.0001882731,1.88523e-8,0.0001121047,0.00004692706,0.0001078688,0.00009346655,0.006259334,0.0002914841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935412,0.0002342462,0.000004822799,0.001483181,0.0001480852,0.003173564,0.00002312917,0.0002871285,0.001104609],"genre_scores_gemma":[0.9965426,0.000002933748,0.0003929973,0.0003885893,0.0006877424,0.0008219316,0.0002977159,0.00003960247,0.0008258397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005228831,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821978936200046,"score_gpt":0.3053684524586948,"score_spread":0.2771486630966943,"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."}}