{"id":"W4294242987","doi":"10.23889/ijpds.v7i3.1917","title":"Maternal Mental Health, Child Distress and Family Strain During the COVID-19 Pandemic: Linking the Provincial Longitudinal Cohort with the COVID-19 Impact Survey Data in Canada.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Calgary","funders":"","keywords":"Latent class model; Mental health; Cohort; Demography; Odds; Anxiety; Longitudinal study; Medicine; Logistic regression; Depression (economics); Cohort study; Socioeconomic status; Odds ratio; Pandemic; Distress; Psychology; Coronavirus disease 2019 (COVID-19); Clinical psychology; Psychiatry; Environmental health; Population","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002656246,0.0004126419,0.0004467219,0.001541188,0.002497379,0.001380623,0.001448868,0.0004631818,0.002013478],"category_scores_gemma":[0.00667296,0.0004910699,0.0007850507,0.005745848,0.0005507969,0.000425214,0.001929609,0.001271381,0.0002941829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02316511,"about_ca_system_score_gemma":0.03034848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9941321,"about_ca_topic_score_gemma":0.9950489,"domain_scores_codex":[0.9982939,0.0002749257,0.000103668,0.0002435981,0.0004465932,0.0006372245],"domain_scores_gemma":[0.9964101,0.0002714242,0.0008952829,0.0003209327,0.001442718,0.0006595713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005165365,0.00001698027,0.995602,0.00002349377,0.00005898858,0.00003091976,0.000477198,0.0001328715,0.00005782745,0.00008933987,0.001475586,0.001983174],"study_design_scores_gemma":[0.000006137823,0.00001120386,0.9973618,0.0000470681,0.00002756661,0.00002357367,0.0009883344,0.0004294972,0.00004039821,0.00003487802,0.001021443,0.000008048826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589395,0.001034335,0.0007898434,0.0009064521,0.00003722471,0.0002199053,0.03598537,0.0000276772,0.00205969],"genre_scores_gemma":[0.9864423,0.0005025496,0.0009707335,0.0001321378,0.000009365941,0.0001524741,0.01078413,0.000009485187,0.0009967155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02316511,"threshold_uncertainty_score":0.1680754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1045264027044648,"score_gpt":0.4137594997872885,"score_spread":0.3092330970828237,"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."}}