{"id":"W4406791435","doi":"10.1038/s41398-025-03234-5","title":"The interface of depression and diabetes: treatment considerations","year":2025,"lang":"en","type":"review","venue":"Translational Psychiatry","topic":"Diabetes Management and Education","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; The Quebec Population Health Research Network","funders":"","keywords":"Depression (economics); Diabetes mellitus; Psychiatry; Schizophrenia (object-oriented programming); Interface (matter); Psychology; Psychotherapist; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001008457,0.0001714857,0.0004842597,0.0001149117,0.0001201524,0.00002259006,0.00004033979,0.00009030399,0.0000513379],"category_scores_gemma":[0.00002150739,0.0001036702,0.0001909107,0.0001236731,0.00006405376,0.00003435142,0.000008272948,0.00009066753,0.000005948076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002009525,"about_ca_system_score_gemma":0.0004719403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001825138,"about_ca_topic_score_gemma":0.00001071546,"domain_scores_codex":[0.9991577,0.00004725443,0.0003838287,0.0001896987,0.0001154568,0.0001060153],"domain_scores_gemma":[0.9991409,0.0004412962,0.0001308146,0.0002114394,0.00003839472,0.00003715081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009092751,0.0001658875,0.00327591,0.01296136,0.0005003592,7.667854e-8,0.00005207044,0.000001657929,2.398537e-7,0.004958874,0.00357082,0.9745036],"study_design_scores_gemma":[0.0005328073,0.00009936638,0.001805485,0.01493803,0.002863127,0.000001735242,0.00002941062,0.00002375632,0.000001418659,0.003520282,0.9760541,0.0001304175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000073401,0.9927157,0.00003415668,0.001518769,0.0005788544,0.0008155418,0.00002983676,0.00001703744,0.004216685],"genre_scores_gemma":[0.0005924515,0.9967974,0.00076482,0.00004343828,0.0001225801,0.00009905858,0.0001545291,0.00001226617,0.001413501],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9743732,"threshold_uncertainty_score":0.4227549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235519981430578,"score_gpt":0.3813487838176558,"score_spread":0.34899358400335,"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."}}