{"id":"W2165206891","doi":"10.1111/dme.12973","title":"Prevalence of depression in Type 1 diabetes and the problem of over‐diagnosis","year":2015,"lang":"en","type":"article","venue":"Diabetic Medicine","topic":"Diabetes Management and Education","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Diabetes Canada","funders":"National Institutes of Health","keywords":"Medicine; Depression (economics); Patient Health Questionnaire; Distress; Diabetes mellitus; Major depressive disorder; Type 2 diabetes; False positive paradox; Psychiatry; Clinical psychology; Depressive symptoms; Anxiety","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002371498,0.0002151475,0.0003295075,0.0008194247,0.0002948233,0.0009692537,0.0004291164,0.0005834433,0.001122849],"category_scores_gemma":[0.01483195,0.0002749007,0.0002885368,0.0008692569,0.0002789943,0.0006172577,0.0004822276,0.0008467009,0.0002048728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002790715,"about_ca_system_score_gemma":0.000162422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004806086,"about_ca_topic_score_gemma":0.003985157,"domain_scores_codex":[0.997763,0.001016527,0.0003066007,0.0002854711,0.0004959668,0.0001323186],"domain_scores_gemma":[0.9922383,0.002450606,0.003922161,0.0003228853,0.0007057228,0.0003603328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003852596,0.00001203483,0.9982084,0.00001410706,0.00002593258,0.00003619379,0.00004134178,0.0000113173,0.0000298493,0.000007302389,0.00008339388,0.001491576],"study_design_scores_gemma":[0.000002917771,0.00003453529,0.999109,0.00001841245,0.0000218068,0.0004160979,0.00009188084,0.0001703769,0.0000345052,0.00001977855,0.00007787748,0.000002862286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966611,0.001668745,0.0001291684,0.0002330664,0.0000317594,0.0000118615,0.0004770628,0.000006390572,0.0007809668],"genre_scores_gemma":[0.999284,0.0002767409,0.00009351053,0.00006661865,0.00002498298,0.000005465577,0.0001620042,0.000001078578,0.00008566242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004806086,"threshold_uncertainty_score":0.01254189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412343022129437,"score_gpt":0.284610754269336,"score_spread":0.2604873240480416,"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."}}