{"id":"W4407295973","doi":"10.1111/jocn.17684","title":"Struggles of Fatherhood: A Prospective Study on the Incidence of Paternal Postpartum Depression and Associated Factors","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Nursing","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Edinburgh Postnatal Depression Scale; Childbirth; Postpartum depression; Context (archaeology); Incidence (geometry); Medicine; Depression (economics); Social support; Postpartum period; Pregnancy; Prospective cohort study; Psychiatry; Psychology; Obstetrics; Depressive symptoms; Anxiety","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0005929224,0.0001765247,0.0001807022,0.0003100235,0.0003663513,0.0003509148,0.0002088411,0.000195734,0.0009208456],"category_scores_gemma":[0.001417934,0.0002553154,0.0001981831,0.0004372915,0.0001733146,0.0003674878,0.0003398871,0.0003759406,0.0001768035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001610628,"about_ca_system_score_gemma":0.000212956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004418357,"about_ca_topic_score_gemma":0.006308055,"domain_scores_codex":[0.9996672,0.0001227896,0.00003473909,0.00004923291,0.00008331591,0.00004275895],"domain_scores_gemma":[0.9989545,0.0001128934,0.0005613979,0.0000547481,0.000111214,0.0002052483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000152285,0.00001033898,0.9993457,0.000002267868,0.000007418779,0.00005259074,0.0001280757,0.000004838858,0.00005166117,0.000004031678,0.00002039218,0.0003573671],"study_design_scores_gemma":[0.000001166153,0.0000783276,0.9991214,0.000003301387,0.000004030173,0.0002924323,0.0003561664,0.00004580902,0.00001840182,0.000004091843,0.00007366853,0.000001270713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995634,0.0001073091,0.00005403987,0.0000264917,0.000003474319,0.000002675628,0.00009480024,8.352101e-7,0.0001470255],"genre_scores_gemma":[0.9995793,0.0001000591,0.0000507654,0.00001138788,0.000003092719,0.000003681082,0.0001072795,6.976489e-7,0.0001437821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004418357,"threshold_uncertainty_score":0.008785248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04562975071545463,"score_gpt":0.4199948841053452,"score_spread":0.3743651333898906,"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."}}