{"id":"W4401510402","doi":"10.1111/birt.12862","title":"The impact of relationship factors on antenatal depression in the context of the COVID‐19 pandemic","year":2024,"lang":"en","type":"article","venue":"Birth","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Calgary Health Foundation; Alberta Children's Hospital Foundation; Children's Hospital Foundation","keywords":"Antenatal depression; Depression (economics); Context (archaeology); Medicine; Logistic regression; Mental health; Pandemic; Cohort study; Cohort; Psychiatry; Demography; Clinical psychology; Psychology; Coronavirus disease 2019 (COVID-19); Anxiety; Internal medicine; Depressive symptoms; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003552439,0.00006483193,0.00009594872,0.00003443663,0.00008116814,0.000006946966,0.0001162684,0.00003864451,0.00001998698],"category_scores_gemma":[0.0002150731,0.00002187793,0.00008388322,0.0001209837,0.00006952889,0.00002236634,0.00002071043,0.0002260185,0.00000459217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005926975,"about_ca_system_score_gemma":0.0001082375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004783836,"about_ca_topic_score_gemma":0.00006038571,"domain_scores_codex":[0.9993067,0.0001375273,0.0001953588,0.00007915649,0.0001722007,0.0001090217],"domain_scores_gemma":[0.9988,0.0008667874,0.00006202319,0.000220218,0.000009743339,0.00004124423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002904325,0.00002949919,0.9955792,0.0004741319,0.00001044059,0.000006840947,0.002251589,0.000006586619,0.00009376269,0.0007680718,0.0001164065,0.0003730701],"study_design_scores_gemma":[0.0003067486,0.0001664424,0.9955637,0.001883699,0.000008384585,0.00005153778,0.0004294029,0.00005730548,0.0008168834,0.0002782886,0.0004130283,0.00002457399],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961234,0.002142578,0.000002175015,0.0006662505,0.0001709477,0.0003267331,0.0000423251,0.00001218239,0.0005134405],"genre_scores_gemma":[0.9992505,0.0001596207,6.974726e-7,0.0001672126,0.00002111825,0.000008265748,0.000003493304,0.000005870261,0.0003832102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003127144,"threshold_uncertainty_score":0.09819507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07324145620833632,"score_gpt":0.3760496829634316,"score_spread":0.3028082267550953,"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."}}