{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002779301,0.0003363942,0.002147869,0.0003082227,0.0001034193,0.00001006156,0.0001297352,0.0002723149,0.0009892877],"category_scores_gemma":[0.001535348,0.0001850459,0.0004042488,0.0004056929,0.0003271001,0.00004898893,0.00001480596,0.0004261144,0.00006439738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003900613,"about_ca_system_score_gemma":0.00002374902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001947075,"about_ca_topic_score_gemma":0.000001950596,"domain_scores_codex":[0.9968277,0.0006152451,0.0009029825,0.0005746494,0.000462461,0.0006169191],"domain_scores_gemma":[0.9954077,0.003655172,0.000253145,0.0002502216,0.0001062499,0.0003275214],"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":[0.9914498,0.001221338,0.0005799968,0.000193998,0.00005678763,0.0002868498,0.0003894024,6.37711e-7,0.0001233381,0.00004909722,0.0008726617,0.004776143],"study_design_scores_gemma":[0.9800761,0.006463407,0.007101732,0.004783107,0.0002014816,0.00002545757,0.0001602356,0.0002925574,0.0002043589,0.0003519731,0.0001506575,0.0001889192],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592264,0.001966699,0.000286903,0.01720182,0.003156732,0.01620292,0.0000159066,0.0002266854,0.001715879],"genre_scores_gemma":[0.9827507,0.0004517087,0.0000990061,0.007080563,0.0009162534,0.006981661,0.0001142318,0.00003286243,0.001572974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02352428,"threshold_uncertainty_score":0.9999239,"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."}}