{"id":"W4406972104","doi":"10.1016/j.midw.2025.104319","title":"Birthing parents’ perceptions of an online peer-delivered 1-day cognitive-behavioural therapy-based workshop for postpartum depression added to usual care","year":2025,"lang":"en","type":"article","venue":"Midwifery","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Canada Research Chairs","keywords":"Depression (economics); Postpartum depression; Perception; Cognition; Peer support; Psychology; Medicine; Clinical psychology; Nursing; Psychiatry; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001974804,0.0002287321,0.0003847916,0.0002301884,0.0002102597,0.00002102743,0.0001392235,0.0001525433,0.000124728],"category_scores_gemma":[0.000138494,0.000201582,0.0001540208,0.0001909509,0.00005033754,0.00009790479,0.0000504799,0.0002264029,0.000005595955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000944823,"about_ca_system_score_gemma":0.0001874244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001538962,"about_ca_topic_score_gemma":0.0001320807,"domain_scores_codex":[0.998381,0.0001174432,0.0004409181,0.0003797238,0.0003090613,0.000371875],"domain_scores_gemma":[0.9986966,0.0002126299,0.00009930059,0.0002980806,0.0004431064,0.0002503093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0157587,0.002500723,0.901114,0.004546755,0.000126228,0.0000501852,0.008123982,0.00008609972,0.01064705,0.0000173271,0.0003261142,0.05670287],"study_design_scores_gemma":[0.007029939,0.00143036,0.905857,0.0188135,0.000198006,0.000008829748,0.007465419,0.0005800682,0.05802206,0.00001767877,0.0002580224,0.0003190672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944297,0.000884983,0.0008355672,0.0008039175,0.0005587178,0.001469839,0.0008427816,0.00009524778,0.00007922918],"genre_scores_gemma":[0.9939699,0.0000371274,0.001197967,0.001811597,0.0001143834,0.0001984643,0.001585688,0.00003165162,0.001053284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0563838,"threshold_uncertainty_score":0.8220274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06053886249401691,"score_gpt":0.3695711393904703,"score_spread":0.3090322768964534,"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."}}