{"id":"W3194577261","doi":"10.1186/s12884-021-04021-y","title":"Mood instability, depression, and anxiety in pregnancy and adverse neonatal outcomes","year":2021,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Saskatchewan Health","funders":"Canadian Institutes of Health Research","keywords":"Anxiety; Medicine; Mood; Edinburgh Postnatal Depression Scale; Pregnancy; Antenatal depression; Depression (economics); Psychiatry; Obstetrics; Clinical psychology; Pediatrics; Depressive symptoms","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":[0.0006891369,0.0001680415,0.0002080334,0.0004222741,0.0002587992,0.0004631838,0.0002375186,0.0002056893,0.00092632],"category_scores_gemma":[0.002941632,0.0001051962,0.0002257792,0.0005147323,0.0001940565,0.000139059,0.0003079612,0.0003628678,0.0000804361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003433347,"about_ca_system_score_gemma":0.0002779734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004552447,"about_ca_topic_score_gemma":0.006226336,"domain_scores_codex":[0.9996462,0.0001342652,0.00004901487,0.00005294851,0.00006180103,0.00005575883],"domain_scores_gemma":[0.9986309,0.0002742802,0.0007542234,0.00003733896,0.00008456272,0.0002186648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001105912,0.00002633824,0.9939967,0.00004600339,0.00005935973,0.0001067436,0.00008027987,0.00003654663,0.0001989462,0.00002712221,0.0001024082,0.005208897],"study_design_scores_gemma":[0.000001713258,0.00003433748,0.9995728,0.00001929491,0.00001665179,0.0001679491,0.00003435101,0.00004860539,0.00001956664,0.00002479799,0.00005849977,0.000001452696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932411,0.004798315,0.0001247801,0.0002599906,0.00001641623,0.00001723799,0.0003721215,0.000004665917,0.001165275],"genre_scores_gemma":[0.9987183,0.000931102,0.0001033913,0.00002853532,0.00001130541,0.00001131099,0.0001171512,5.459324e-7,0.00007841406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004552447,"threshold_uncertainty_score":0.009051919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141875013270302,"score_gpt":0.2711430525993176,"score_spread":0.2569555512722875,"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."}}