{"id":"W2892316778","doi":"10.1097/hrp.0000000000000171","title":"Characterizing, Assessing, and Treating Cognitive Dysfunction in Major Depressive Disorder","year":2018,"lang":"en","type":"review","venue":"Harvard Review of Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; University Health Network","funders":"","keywords":"Major depressive disorder; Cognition; Comorbidity; Psychopathology; Clinical psychology; Psychology; Psychosocial; 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":[0.0007499451,0.0006865407,0.00120619,0.00188267,0.0002178346,0.0007012011,0.0008464414,0.001155735,0.002725194],"category_scores_gemma":[0.001394794,0.0001962571,0.0006118192,0.001455599,0.0003041824,0.0007821762,0.0005491758,0.001626095,0.001207128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004550252,"about_ca_system_score_gemma":0.001134673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001636894,"about_ca_topic_score_gemma":0.003260019,"domain_scores_codex":[0.9997246,0.00007831273,0.00005789797,0.00002982024,0.00008939636,0.00001998046],"domain_scores_gemma":[0.9995252,0.000232901,0.00008853772,0.000009652293,0.0001099416,0.00003376199],"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":[0.0000700232,0.00009416229,0.000267827,0.03511415,0.00016037,0.00007885168,0.0000672485,0.0001515104,0.0004054614,0.0008480937,0.03097034,0.9317719],"study_design_scores_gemma":[0.0001113781,0.0003009981,0.005145159,0.05208468,0.0006611582,0.002640901,0.0002534583,0.0002328445,0.0005123064,0.003106002,0.9349092,0.00004194143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008915718,0.9987246,0.00006765826,0.0004339707,0.0001632418,0.00001139372,0.00001490793,0.000005429595,0.0004894803],"genre_scores_gemma":[0.0005679345,0.9986474,0.0001715497,0.0002023442,0.0001548988,0.00001094217,0.00001909723,8.24208e-7,0.000224971],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002725194,"threshold_uncertainty_score":0.00911665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02430597338549086,"score_gpt":0.3457347435085398,"score_spread":0.321428770123049,"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."}}