{"id":"W3211377115","doi":"10.1111/acps.13385","title":"Functional and cognitive impairment in the first episode of depression: A systematic review","year":2021,"lang":"en","type":"review","venue":"Acta Psychiatrica Scandinavica","topic":"Treatment of Major Depression","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Cognition; Major depressive disorder; Depression (economics); Psychology; Effects of sleep deprivation on cognitive performance; Working memory; Verbal memory; Executive functions; Clinical psychology; Audiology; Psychiatry; Medicine","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":[0.003256272,0.00107512,0.005900881,0.007559247,0.0004408541,0.001660485,0.001254628,0.001415444,0.002229056],"category_scores_gemma":[0.01662404,0.0007359434,0.00546296,0.006793621,0.0005007679,0.001270923,0.0009521713,0.0007817008,0.0001389966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002510756,"about_ca_system_score_gemma":0.0054976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01194636,"about_ca_topic_score_gemma":0.03530075,"domain_scores_codex":[0.9972825,0.0007529329,0.001070588,0.0002805528,0.0004724142,0.0001409406],"domain_scores_gemma":[0.9893573,0.006988105,0.002542373,0.0001500292,0.0008039087,0.0001583839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002389039,0.00002005107,0.004383918,0.9392613,0.01498759,0.000202333,0.0002164283,0.0001143228,0.0001570679,0.000151033,0.00159529,0.0386719],"study_design_scores_gemma":[0.0003058235,0.000343205,0.03046675,0.8525636,0.1001494,0.001270722,0.0003999773,0.0001454335,0.000169837,0.0002835711,0.01384952,0.00005224694],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001914517,0.997303,0.00004867911,0.0001177131,0.00004390705,0.0001014839,0.0003053551,0.00000373845,0.0001615263],"genre_scores_gemma":[0.04307656,0.9552596,0.000398835,0.0004298825,0.00006789967,0.000279719,0.0003856635,0.000003001799,0.00009895174],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01194636,"threshold_uncertainty_score":0.02375364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02946526378048379,"score_gpt":0.3326853971696637,"score_spread":0.3032201333891799,"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."}}