{"id":"W4282927178","doi":"10.2337/dc21-2297","title":"Diabetes Distress, Depressive Symptoms, and Anxiety Symptoms in People With Type 2 Diabetes: A Network Analysis Approach to Understanding Comorbidity","year":2022,"lang":"en","type":"article","venue":"Diabetes Care","topic":"Mental Health Research Topics","field":"Psychology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Comorbidity; Medicine; Diabetes mellitus; Distress; Type 2 diabetes; Anxiety; Depressive symptoms; Psychiatry; Depression (economics); Clinical psychology; Endocrinology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004750409,0.0003465292,0.0006984611,0.0003870597,0.0005660484,0.00009605362,0.0004635121,0.0001213521,0.0003322839],"category_scores_gemma":[0.0000401461,0.0003340579,0.000101719,0.003113469,0.0001410603,0.000108051,0.0005766731,0.0006738632,0.00001605447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000874907,"about_ca_system_score_gemma":0.00007207104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001488198,"about_ca_topic_score_gemma":0.0005748551,"domain_scores_codex":[0.9959744,0.0006955612,0.0003742742,0.0009384909,0.0006069393,0.001410367],"domain_scores_gemma":[0.9982911,0.0003462758,0.0001469787,0.0007263619,0.00006933094,0.0004199386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004784348,0.0001503501,0.9877616,0.0002327105,0.0005798045,0.000005554964,0.004371385,0.003109942,0.00001004621,0.0006022238,0.001095484,0.002033038],"study_design_scores_gemma":[0.00121906,0.0007223056,0.9826397,0.00007698034,0.0003378137,7.281602e-7,0.008782499,0.003575229,0.00002990334,0.0001820049,0.001862957,0.0005707861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915524,0.003564514,0.0000432681,0.0001383293,0.0002794676,0.001094079,0.0004840984,0.00008503105,0.002758808],"genre_scores_gemma":[0.9970823,0.00003244434,0.0001207987,0.0005401777,0.0001108963,0.0009774056,0.0009940779,0.0000583907,0.00008353413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005529871,"threshold_uncertainty_score":0.9999111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02994686189300296,"score_gpt":0.3070199829712331,"score_spread":0.2770731210782301,"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."}}