{"id":"W3016989115","doi":"10.1017/s0033291720001002","title":"The network structure of core depressive symptom-domains in major depressive disorder following antidepressant treatment: a randomized clinical trial","year":2020,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Mental Health Research Topics","field":"Psychology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Major depressive disorder; Escitalopram; Psychopathology; Mood; Psychology; Antidepressant; Randomized controlled trial; Clinical psychology; Psychiatry; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002068789,0.0004085063,0.001954428,0.00005749358,0.0002488243,0.0000158766,0.0007651345,0.0004474834,0.001175056],"category_scores_gemma":[0.00542274,0.0002023128,0.0004661194,0.0005940299,0.001279769,0.00004806881,0.0001548213,0.0009950583,0.00002545479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005176608,"about_ca_system_score_gemma":0.00002758515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002168869,"about_ca_topic_score_gemma":0.00009859291,"domain_scores_codex":[0.9917495,0.003591156,0.002059531,0.0009635208,0.0006610184,0.0009752797],"domain_scores_gemma":[0.9880418,0.00992249,0.0006605395,0.0007809231,0.00006727695,0.0005270067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8248762,0.001240503,0.07503471,0.0000500439,0.0009324338,0.0007673076,0.002312132,0.00002951688,0.0001140114,0.005960095,0.004630462,0.08405257],"study_design_scores_gemma":[0.9223194,0.0063154,0.06171197,0.000195707,0.0002592598,0.00002035735,0.0005803125,0.0003161903,0.000009869554,0.006087466,0.001920716,0.0002633395],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705253,0.009214666,0.0005360239,0.007771361,0.003001312,0.005022324,0.00002767801,0.00006415199,0.003837175],"genre_scores_gemma":[0.9944156,0.001065052,0.0001881787,0.001798693,0.001911986,0.0003978082,0.00003662946,0.00003533323,0.0001507004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09744319,"threshold_uncertainty_score":0.999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382001594845929,"score_gpt":0.4936497212085416,"score_spread":0.3554495617239487,"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."}}