{"id":"W7162036706","doi":"10.82308/48883","title":"Depression and the risk of type 2 diabetes: Examining heterogeneity in depression and associations with health service use","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Diabetes Management and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Medical screening; Risk factor; Health services","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01530764,0.0007498372,0.002024957,0.003233159,0.001030848,0.002392777,0.001411359,0.001612709,0.002200014],"category_scores_gemma":[0.03660306,0.0006756864,0.009881539,0.007484183,0.0008261985,0.001013604,0.00152857,0.001568918,0.0002320156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001625142,"about_ca_system_score_gemma":0.002520618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0813357,"about_ca_topic_score_gemma":0.08641764,"domain_scores_codex":[0.9854082,0.007770473,0.001946753,0.002454606,0.001515242,0.0009047327],"domain_scores_gemma":[0.9744975,0.01557966,0.004598143,0.003042487,0.001499865,0.0007824192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009361918,0.00005530476,0.9381121,0.0009536006,0.04820481,0.00009790217,0.0002586655,0.0004608684,0.0001756464,0.0002564647,0.0006886593,0.009799755],"study_design_scores_gemma":[0.000236235,0.0003563169,0.9592037,0.0006780279,0.03308056,0.0002287342,0.0004472815,0.002160532,0.0002135812,0.0009334352,0.002415897,0.00004573144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8656636,0.1132072,0.005937851,0.003772849,0.0004849335,0.000323207,0.007610722,0.00007167389,0.002927844],"genre_scores_gemma":[0.9880731,0.006862089,0.00173137,0.000706032,0.0001521167,0.0002286778,0.001639716,0.0000233803,0.0005835899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0813357,"threshold_uncertainty_score":0.1617245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0265652296256601,"score_gpt":0.3018872057040486,"score_spread":0.2753219760783885,"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."}}