{"id":"W4293764834","doi":"10.1186/s12884-022-05002-5","title":"Preconception mental health and the relationship between antenatal depression or anxiety and gestational diabetes mellitus: a population-based cohort study","year":2022,"lang":"en","type":"article","venue":"BMC Pregnancy and Childbirth","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Medicine; Reproductive medicine; Gestational diabetes; Anxiety; Depression (economics); Mental health; Obstetrics; Diabetes mellitus; Cohort; Cohort study; Population; Pregnancy; Psychiatry; Antenatal depression; Maternal health; Gestation; Internal medicine; Depressive symptoms; Endocrinology; Health services; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001206187,0.0004175631,0.0004963805,0.001157533,0.001476846,0.001188509,0.001113635,0.0007475067,0.001196658],"category_scores_gemma":[0.003006352,0.0008429323,0.0006865901,0.003056605,0.0005102681,0.0005248074,0.0009464154,0.001356267,0.0002726067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002225135,"about_ca_system_score_gemma":0.002828655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4613522,"about_ca_topic_score_gemma":0.5468862,"domain_scores_codex":[0.9990125,0.0001748909,0.0001038129,0.0002640978,0.0002220275,0.0002226613],"domain_scores_gemma":[0.9980937,0.0001900077,0.0005162891,0.0003111239,0.0003900304,0.0004989125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005911662,0.00004950985,0.9987009,0.00001150359,0.00009658271,0.00008461575,0.0002036858,0.00001868925,0.00008778723,0.00001452301,0.0001962524,0.0004769239],"study_design_scores_gemma":[0.00001375425,0.00004995424,0.9991227,0.00001616627,0.00005772147,0.0001225054,0.0003189025,0.000123616,0.00001290345,0.00001090377,0.0001451645,0.000005774478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975377,0.0002482891,0.00009709991,0.00008753192,0.000009332181,0.00005356999,0.001639347,0.000004214076,0.0003229896],"genre_scores_gemma":[0.9979857,0.0003728846,0.0002505798,0.00009315129,0.00001151251,0.0000577506,0.0009854307,0.000003431555,0.0002394959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4613522,"threshold_uncertainty_score":0.9173336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02678355893610103,"score_gpt":0.2985709682880829,"score_spread":0.2717874093519819,"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."}}