{"id":"W3162659467","doi":"10.31234/osf.io/2cjd3","title":"Spry_Preventing postpartum depression_Preprint","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Health and Medical Research Council; State Government of Victoria; King's College London; Canadian Institutes of Health Research; National Institute for Health and Care Research; Murdoch Children's Research Institute; Children's Hospital Foundation; Australian Rotary Health; Children’s Hospital of Wisconsin Research Institute; South London and Maudsley NHS Foundation Trust","keywords":"Mental health; Psychological intervention; Social support; Medicine; Pregnancy; Depression (economics); Psychiatry; Offspring; Intervention (counseling); Edinburgh Postnatal Depression Scale; Postpartum depression; Depressive symptoms; Psychology; Anxiety","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008771009,0.0003003247,0.0003483914,0.0007118634,0.0004789191,0.001087179,0.0004911724,0.0009078602,0.2856603],"category_scores_gemma":[0.00418778,0.000156921,0.0005143052,0.0004818851,0.0002013268,0.0004830055,0.0008584445,0.0005521107,0.08621102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006715955,"about_ca_system_score_gemma":0.001900481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003949547,"about_ca_topic_score_gemma":0.007171105,"domain_scores_codex":[0.9995598,0.0001191768,0.00001737388,0.00003317725,0.0002197737,0.00005071632],"domain_scores_gemma":[0.9988928,0.000315234,0.00006429543,0.00009617009,0.0003055378,0.0003259762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000104642,0.0002114721,0.001111969,0.0004490984,0.00001720866,0.00005620467,0.00005677609,0.00008193328,0.0001484632,0.0007180954,0.7817571,0.215287],"study_design_scores_gemma":[0.0002151653,0.0002187749,0.01374167,0.0006108196,0.00003139168,0.0002025335,0.0001229799,0.0002760804,0.0007053966,0.001712918,0.9821532,0.000009043975],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01838431,0.01397113,0.002274464,0.06405532,0.01316224,0.00107231,0.02335935,0.0061555,0.8575654],"genre_scores_gemma":[0.08010407,0.02238782,0.008186416,0.007778827,0.007480682,0.0007419547,0.01709258,0.001017459,0.8552102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2856603,"threshold_uncertainty_score":0.9556289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03491562102285313,"score_gpt":0.3303136209629116,"score_spread":0.2953979999400584,"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."}}