{"id":"W4403065786","doi":"10.1001/jamapsychiatry.2024.2752","title":"A Group Parenting Intervention for Male Postpartum Depression","year":2024,"lang":"en","type":"article","venue":"JAMA Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Psychosocial; Randomized controlled trial; Psychological intervention; Edinburgh Postnatal Depression Scale; Postpartum depression; Intervention (counseling); Anxiety; Depression (economics); Quality of life (healthcare); Medicine; Clinical psychology; Psychology; Psychiatry; Pregnancy; Depressive symptoms","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002413408,0.0001276328,0.0001566306,0.00009478485,0.00009614138,0.00007369916,0.00006319269,0.0001041796,0.0002375164],"category_scores_gemma":[0.0000188565,0.0001065835,0.0001956971,0.0000893686,0.00001431303,0.0001602504,0.00003403072,0.0002030326,0.00009146397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003819705,"about_ca_system_score_gemma":0.00003653822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002272263,"about_ca_topic_score_gemma":0.00001268904,"domain_scores_codex":[0.9989453,0.00002756186,0.0003156402,0.0002917439,0.0001466743,0.0002730844],"domain_scores_gemma":[0.99958,0.00004228059,0.00005620746,0.0001777797,0.00002010282,0.0001235809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005560483,0.001273086,0.688877,0.1112658,0.0002762048,0.0001332041,0.0008158065,0.000001317303,0.00122203,0.02021192,0.04027244,0.1300907],"study_design_scores_gemma":[0.01366231,0.003600246,0.5355309,0.2274024,0.0007271287,0.002724629,0.000677093,0.005715922,0.005997085,0.01540906,0.1874982,0.001055065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587179,0.01868637,0.002290245,0.006403461,0.009495582,0.0009433811,0.00005111823,0.0002945636,0.003117317],"genre_scores_gemma":[0.990957,0.0001048811,0.003162274,0.0008601553,0.001114727,0.0001607694,0.0001103074,0.00003613816,0.003493768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533461,"threshold_uncertainty_score":0.4346351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161166631062291,"score_gpt":0.3201839595414248,"score_spread":0.3040672964351957,"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."}}