{"id":"W4406765522","doi":"10.3390/healthcare13030224","title":"Differential Effects of Pandemic-Related Stressors on Mental Health by Age and Sex","year":2025,"lang":"en","type":"article","venue":"Healthcare","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; University of Calgary","keywords":"Stressor; Mental health; Loneliness; Psychology; Population; Pandemic; Distress; Marital status; Odds; Demography; Psychiatry; Medicine; Clinical psychology; Logistic regression; Environmental health; Coronavirus disease 2019 (COVID-19); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008204475,0.0002468525,0.0002658879,0.000627174,0.0006000203,0.0006723265,0.0004034171,0.0002933264,0.003317205],"category_scores_gemma":[0.003269837,0.0001558396,0.0008134647,0.0007230152,0.0004362608,0.0004537336,0.001117996,0.0004313338,0.0001506428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007961983,"about_ca_system_score_gemma":0.001336947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.10045,"about_ca_topic_score_gemma":0.1935658,"domain_scores_codex":[0.9993215,0.0001336355,0.00004372853,0.0001122575,0.0001570902,0.0002318186],"domain_scores_gemma":[0.9985496,0.0002810299,0.0005899615,0.00008926814,0.0002053954,0.0002847091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006195571,0.00001301492,0.9961509,0.00002503996,0.00006560142,0.00003962784,0.0002681115,0.00002563788,0.0001213315,0.00004001821,0.00008328613,0.003105531],"study_design_scores_gemma":[5.522092e-7,0.00001928585,0.9994386,0.00001403276,0.000006867195,0.00003408262,0.0003395531,0.00002158858,0.00001586565,0.00001511529,0.00009274146,0.000001801284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948226,0.001515435,0.000119996,0.0002701516,0.0000210597,0.00002542975,0.001127393,0.000003651734,0.002094224],"genre_scores_gemma":[0.9988304,0.0004676942,0.0000699363,0.00004875441,0.00001296171,0.000009496503,0.0003347259,0.000001313759,0.0002247156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.10045,"threshold_uncertainty_score":0.1997306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02810871410422352,"score_gpt":0.4131221121527138,"score_spread":0.3850133980484903,"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."}}