{"id":"W2756851410","doi":"10.1002/da.22687","title":"The effect of perinatal depression treatment for mothers on parenting and child development: A systematic review","year":2017,"lang":"en","type":"review","venue":"Depression and Anxiety","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":194,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital; University of Calgary","funders":"","keywords":"Depression (economics); Psychology; Psychiatry; Developmental psychology; Clinical psychology; Medicine","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":[0.0005032646,0.0003318898,0.001692625,0.00003457123,0.0005631088,0.00003026046,0.0001037164,0.0001293432,0.000003043722],"category_scores_gemma":[0.0001377693,0.0001421433,0.0002329023,0.00002067518,0.00004418583,0.00002610403,0.00007010511,0.0001437831,0.000002081709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003820125,"about_ca_system_score_gemma":0.00003599777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003662599,"about_ca_topic_score_gemma":8.588713e-7,"domain_scores_codex":[0.9985667,0.0001711671,0.0005724842,0.0003212624,0.0001669828,0.00020133],"domain_scores_gemma":[0.9985071,0.000322115,0.000627381,0.0004020865,0.00001532413,0.0001260081],"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":[0.00006460435,0.00001124148,0.0002185648,0.6340107,0.00006376778,0.00000185769,0.00002625279,2.876068e-9,4.979595e-8,0.000001548568,0.000004666549,0.3655968],"study_design_scores_gemma":[0.0005577347,0.0002479505,0.00009457861,0.7821281,0.000880121,0.0001494227,0.000002354562,0.000002930946,0.00008770447,3.097496e-7,0.2157505,0.00009832809],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004082122,0.9944745,0.000001576511,0.0000201977,0.0001247905,0.004697993,0.00002301653,0.00001543382,0.0002342621],"genre_scores_gemma":[0.001622064,0.9965855,0.00002125694,0.00002966823,0.00003642431,0.001095612,0.00003570316,0.0000287764,0.0005449785],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3654985,"threshold_uncertainty_score":0.5796435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03865384115335799,"score_gpt":0.3721996508757079,"score_spread":0.3335458097223499,"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."}}