{"id":"W3156385191","doi":"10.2196/25407","title":"Protocol for the Pregnancy During the COVID-19 Pandemic (PdP) Study: A Longitudinal Cohort Study of Mental Health Among Pregnant Canadians During the COVID-19 Pandemic and Developmental Outcomes in Their Children","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Alberta Children's Hospital Research Institute; Canadian Child Health Clinician Scientist Program; University of Calgary","keywords":"Medicine; Psychosocial; Pregnancy; Anxiety; Longitudinal study; Pandemic; Mental health; Public health; Cohort study; Socioeconomic status; Cohort; Distress; Population; Demography; Psychiatry; Clinical psychology; Coronavirus disease 2019 (COVID-19); Environmental health; Disease; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004399292,0.0004415799,0.0007907643,0.000238079,0.002377433,0.000138487,0.000738605,0.0001163651,0.00009156501],"category_scores_gemma":[0.0006166798,0.0002258441,0.0001175568,0.0005980636,0.0004943419,0.0001585502,0.0007224103,0.001225,0.000002297264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002101396,"about_ca_system_score_gemma":0.003166958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01525738,"about_ca_topic_score_gemma":0.08040431,"domain_scores_codex":[0.9933676,0.001907947,0.001180875,0.0009365056,0.001303897,0.00130314],"domain_scores_gemma":[0.9965559,0.001186503,0.0003731717,0.000943254,0.0001476279,0.0007935746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002289958,0.00219163,0.9670515,0.0082033,0.0002587114,0.00009947657,0.01946811,0.000008623692,0.00003857199,0.000007636128,0.00007401014,0.0003084724],"study_design_scores_gemma":[0.01568044,0.002061844,0.9635991,0.007328094,0.00001180473,0.000540533,0.009228315,0.00001096324,0.00009152648,0.00002453155,0.00120535,0.0002174676],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.4821811,0.00004065771,0.000001469776,0.001267656,0.000008825073,0.5163785,0.00007497058,0.00003532795,0.00001150382],"genre_scores_gemma":[0.403818,0.00001213156,0.000006964513,0.0002175148,0.00003632199,0.5952361,0.000006784574,0.00003624946,0.0006299242],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.07885763,"threshold_uncertainty_score":0.9989213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2397015633828903,"score_gpt":0.5213241081366247,"score_spread":0.2816225447537344,"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."}}