{"id":"W4361225361","doi":"10.1016/j.lanepe.2023.100621","title":"Epidemiological overview of major depressive disorder in Scandinavia using nationwide registers","year":2023,"lang":"en","type":"article","venue":"The Lancet Regional Health - Europe","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institute of Mental Health; Horizon 2020; Horizon 2020 Framework Programme; European Research Council; National Institutes of Health; Vetenskapsrådet; H2020 European Research Council; Norges Forskningsråd; European Commission","keywords":"Epidemiology; Medicine; Psychiatry; Psychology; Pathology","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":[0.001854716,0.0003560868,0.0005187906,0.005630711,0.0005328105,0.001213497,0.0004546118,0.0003993769,0.001463074],"category_scores_gemma":[0.00345101,0.0003664199,0.0008957065,0.006939884,0.0002301519,0.0003473778,0.0011029,0.000270556,0.0004454786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007940336,"about_ca_system_score_gemma":0.002881095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07637416,"about_ca_topic_score_gemma":0.09039254,"domain_scores_codex":[0.9976512,0.0006046239,0.0006981267,0.000420303,0.0004106914,0.0002150916],"domain_scores_gemma":[0.9975663,0.0003339002,0.001076801,0.0002209852,0.0006708469,0.0001311409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007008746,0.00001978841,0.9848718,0.0004027151,0.0002998687,0.0002125694,0.0003901998,0.0003500238,0.0001991179,0.0001774039,0.00377479,0.009231521],"study_design_scores_gemma":[0.00001103168,0.00003235633,0.9921484,0.0003681596,0.0001506531,0.0003064501,0.0006134882,0.0001991363,0.0000476613,0.0000608278,0.006048482,0.00001333234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8782286,0.008665821,0.001554043,0.0005243807,0.0001189968,0.0002856019,0.1030707,0.0001302411,0.007421549],"genre_scores_gemma":[0.8710397,0.007082251,0.003162593,0.0002228751,0.0000580228,0.0005427766,0.1167567,0.0000329104,0.001102148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07637416,"threshold_uncertainty_score":0.1518592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3363366117462007,"score_gpt":0.4898515857360227,"score_spread":0.153514973989822,"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."}}