{"id":"W4411771898","doi":"10.1016/j.actpsy.2025.105219","title":"Economic burden of postpartum depression among mothers: Systematic review","year":2025,"lang":"en","type":"review","venue":"Acta Psychologica","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Postpartum depression; Depression (economics); Psychology; Systematic review; Psychiatry; MEDLINE; Pregnancy; Political science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006569665,0.001334565,0.006284649,0.00778227,0.0006197128,0.002734921,0.00146388,0.001618149,0.004782307],"category_scores_gemma":[0.04237105,0.0009881948,0.005867405,0.009351198,0.0005681794,0.002010133,0.00165258,0.001220953,0.0002506497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00435424,"about_ca_system_score_gemma":0.01290555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009261903,"about_ca_topic_score_gemma":0.02394724,"domain_scores_codex":[0.9942124,0.001846975,0.002152074,0.0003371717,0.001231698,0.0002196654],"domain_scores_gemma":[0.9730987,0.01995042,0.004629565,0.0002945719,0.001818094,0.0002087249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001150083,0.00001098867,0.0006797712,0.9701622,0.005670033,0.000108311,0.0001648302,0.00006329838,0.00005653726,0.0001920128,0.001450597,0.02132656],"study_design_scores_gemma":[0.0001226561,0.0001156842,0.003615462,0.9369513,0.04363317,0.0003569704,0.0002796963,0.00007298674,0.00009871932,0.0002471364,0.01448205,0.00002427164],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001303061,0.9965045,0.0001468098,0.0004091877,0.0001219394,0.0004459658,0.0006634115,0.000009718236,0.0003954913],"genre_scores_gemma":[0.01407859,0.9838514,0.0004509862,0.0004752199,0.00006483081,0.0006577669,0.0002789157,0.000004830503,0.0001375578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009261903,"threshold_uncertainty_score":0.03474414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0381076488684599,"score_gpt":0.3810409074476499,"score_spread":0.34293325857919,"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."}}