{"id":"W2946773484","doi":"10.1002/14651858.cd001134.pub2","title":"Psychosocial and psychological interventions for preventing postpartum depression","year":2004,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"","field":"","cited_by":577,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Psychosocial; Psychological intervention; Postpartum depression; Postpartum period; Relative risk; Randomized controlled trial; Anxiety; Childbirth; Meta-analysis; Psychiatry; Pregnancy; Confidence interval","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009903478,0.001181894,0.01311043,0.0004951354,0.0002165701,0.0001148862,0.001187052,0.0004688212,0.0001453336],"category_scores_gemma":[0.008660176,0.000766489,0.004335042,0.0006959665,0.0002120334,0.0003216032,0.0003692049,0.0005136975,0.0007455943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000176621,"about_ca_system_score_gemma":0.0001135661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005712239,"about_ca_topic_score_gemma":0.000007529302,"domain_scores_codex":[0.9861133,0.003245865,0.008018003,0.001363067,0.0006576553,0.0006021692],"domain_scores_gemma":[0.9866275,0.001596146,0.008739057,0.002487774,0.0002784039,0.0002710836],"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":[0.00001224738,0.0004817983,4.435571e-7,0.96837,0.000257899,0.000005917387,0.00004207358,3.293879e-8,0.000004636697,0.0002878755,0.003013271,0.02752383],"study_design_scores_gemma":[0.0006728594,0.0001340415,5.672912e-7,0.9156492,0.008754367,0.00033047,0.00001999102,0.000002466389,5.08769e-7,0.00005971765,0.07379016,0.0005856264],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001350472,0.9616738,0.00259574,0.000005546374,0.0005873371,0.03094995,0.003972668,0.00008768014,0.0001259382],"genre_scores_gemma":[0.000002196034,0.9771961,0.008418299,0.000006969664,0.0002235014,0.01017912,0.003627927,0.0002168259,0.0001290802],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07077689,"threshold_uncertainty_score":0.9996903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.300180729891328,"score_gpt":0.4942482428114334,"score_spread":0.1940675129201054,"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."}}