{"id":"W2827247000","doi":"10.2147/dmso.s106797","title":"Depression in people with type 2 diabetes: current perspectives","year":2018,"lang":"en","type":"review","venue":"Diabetes Metabolic Syndrome and Obesity","topic":"Diabetes Management and Education","field":"Medicine","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; Heart and Stroke Foundation; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Depression (economics); Distress; Type 2 Diabetes Mellitus; Apathy; Context (archaeology); Type 2 diabetes; Depressive symptoms; Psychiatry; Medicine; Diabetes mellitus; Clinical psychology; Psychology; Anxiety; Cognition; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004758984,0.000587179,0.002488122,0.0006606457,0.000105969,0.00007762194,0.0002035403,0.0002225229,0.0001480762],"category_scores_gemma":[0.0001060073,0.0004166323,0.0002205865,0.001158148,0.0001449406,0.0002138526,0.0001681906,0.0004486114,0.0001651704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009324537,"about_ca_system_score_gemma":0.0002056367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001113164,"about_ca_topic_score_gemma":0.000010567,"domain_scores_codex":[0.997562,0.0001378028,0.0004688597,0.000846467,0.0003318691,0.0006529807],"domain_scores_gemma":[0.998656,0.00009575656,0.0002716161,0.0006060813,0.0001336061,0.0002369584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006762926,0.0006506048,0.5282263,0.01755527,0.0004367661,0.000006245278,0.0004760032,4.81385e-8,3.307048e-7,0.0000364343,0.0006282713,0.451977],"study_design_scores_gemma":[0.0004765603,0.0002369352,0.360733,0.01506168,0.002639673,0.000007740713,0.00009982701,0.000009350246,0.000003037058,0.00002917096,0.620199,0.0005039789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3770336,0.6215035,4.144717e-7,0.000009647433,0.0003270233,0.0007917683,0.000007019581,0.00004864181,0.0002784416],"genre_scores_gemma":[0.01487129,0.9838399,0.00009644818,0.00003408705,0.0002836451,0.0001763768,0.0002458807,0.00007456138,0.0003777895],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6195707,"threshold_uncertainty_score":0.9998286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195449865741093,"score_gpt":0.3013648545217136,"score_spread":0.2794103558643027,"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."}}