{"id":"W4221091010","doi":"10.1016/j.biopsych.2022.03.006","title":"Prescribing Sleep: An Overlooked Treatment for Postpartum Depression","year":2022,"lang":"en","type":"article","venue":"Biological Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Institute of Mental Health; National Institutes of Health; Alberta Health Services","keywords":"Psychiatry; Medicine; Postpartum depression; Screaming; Medical prescription; Psychology; Psychoanalysis; Pediatrics; Pregnancy; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008060916,0.0001946408,0.0004188679,0.000377801,0.00137578,0.0009386595,0.0005752221,0.00224801,0.002851557],"category_scores_gemma":[0.01176716,0.0002039113,0.0004360282,0.0004457475,0.0004236716,0.001104147,0.0006052329,0.003709265,0.0006690284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001203519,"about_ca_system_score_gemma":0.004051726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006953354,"about_ca_topic_score_gemma":0.03227447,"domain_scores_codex":[0.9990034,0.0003149022,0.0001789319,0.00007839441,0.0002752466,0.0001492993],"domain_scores_gemma":[0.9955428,0.001750256,0.0008291961,0.0001376239,0.0005933569,0.001146728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000467977,0.0004425861,0.141788,0.001654705,0.0002033859,0.01485733,0.002698634,0.0002581838,0.00276743,0.003081532,0.1307876,0.7009926],"study_design_scores_gemma":[0.0007489725,0.003047844,0.4948738,0.02845124,0.001352999,0.08654268,0.02423444,0.004202407,0.003037061,0.02976643,0.3234319,0.000310226],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1483905,0.06500316,0.003637169,0.7146128,0.009527516,0.0001045046,0.0003528538,0.0002714495,0.05810008],"genre_scores_gemma":[0.8095924,0.04602424,0.006734733,0.1200858,0.01034969,0.00008059023,0.0001950981,0.0001487241,0.006788813],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.006953354,"threshold_uncertainty_score":0.01382577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06231241577345135,"score_gpt":0.3350589803414807,"score_spread":0.2727465645680293,"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."}}