{"id":"W4323304497","doi":"10.1017/s0033291723000454","title":"In-person 1-day cognitive behavioral therapy-based workshops for postpartum depression: a randomized controlled trial","year":2023,"lang":"en","type":"article","venue":"Psychological Medicine","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; University of Waterloo; McMaster University","funders":"Canada Research Chairs","keywords":"Randomized controlled trial; Postpartum depression; Depression (economics); Psychology; Cognitive behavioral therapy; Clinical psychology; Cognition; Cognitive therapy; Psychotherapist; Psychiatry; Medicine; Pregnancy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00230255,0.001368304,0.00429029,0.0007803917,0.0007626434,0.001166558,0.001462285,0.002818165,0.01187078],"category_scores_gemma":[0.004369813,0.0006968321,0.002981645,0.0009077443,0.0009993298,0.001003728,0.0005532733,0.002433954,0.0008895255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608109,"about_ca_system_score_gemma":0.002479729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005753764,"about_ca_topic_score_gemma":0.009659596,"domain_scores_codex":[0.9983188,0.0009017587,0.0001908916,0.000269154,0.0001376525,0.0001817343],"domain_scores_gemma":[0.9984795,0.0006350505,0.0003686271,0.00009386888,0.0001272849,0.0002957305],"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":[0.9504105,0.007863801,0.0003967393,0.008641387,0.003441301,0.00004758171,0.00008794705,0.0002053834,0.0005087606,0.0001387356,0.0009619698,0.02729589],"study_design_scores_gemma":[0.9857746,0.0116843,0.0005665398,0.0003667516,0.001070776,0.0000105326,0.00002701437,0.0001042875,0.00005412019,0.00005794466,0.0002761677,0.000006905847],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8948361,0.05942793,0.002057694,0.002314762,0.003158487,0.02989331,0.0029114,0.0004255759,0.004974723],"genre_scores_gemma":[0.9257925,0.02527726,0.00437799,0.002262809,0.001075913,0.03584949,0.001027814,0.00003155547,0.004304766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01187078,"threshold_uncertainty_score":0.03971171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1056382838623026,"score_gpt":0.4350624737282391,"score_spread":0.3294241898659366,"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."}}