{"id":"W4407684467","doi":"10.20944/preprints202502.1408.v1","title":"Exploring Women’s Mental Health During a Pandemic","year":2025,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ontario Agri-Food Innovation Alliance","keywords":"Pandemic; Mental health; Coronavirus disease 2019 (COVID-19); Psychology; Political science; Medicine; Psychiatry; Infectious disease (medical specialty); Disease","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001092898,0.0001632224,0.0001856572,0.000342676,0.001875269,0.001305786,0.0003387281,0.0004974517,0.002984561],"category_scores_gemma":[0.003062227,0.0001384582,0.0002492511,0.0006010443,0.000875207,0.001030237,0.001722513,0.001156183,0.0002165319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00517194,"about_ca_system_score_gemma":0.005965617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3718679,"about_ca_topic_score_gemma":0.5313407,"domain_scores_codex":[0.9995298,0.0001296225,0.000007835785,0.00003442233,0.00003623407,0.0002619896],"domain_scores_gemma":[0.999275,0.000140901,0.000184737,0.00002068387,0.0001223734,0.0002563274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001634256,0.00009245939,0.8894974,0.0002802831,0.00006434362,0.0005707582,0.04360242,0.0001774515,0.0005020946,0.001409076,0.01850594,0.0451343],"study_design_scores_gemma":[0.000007194712,0.00009229954,0.8890697,0.0002834031,0.00001903503,0.0001322521,0.0961456,0.0001352926,0.00008953524,0.0006796525,0.01333203,0.00001407188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.952715,0.002683398,0.0002414677,0.02575494,0.00022406,0.00007759187,0.002549059,0.0000125576,0.01574191],"genre_scores_gemma":[0.9938822,0.001830223,0.0001630385,0.002226981,0.00006536501,0.00005157544,0.0003983072,0.000005173211,0.001377042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3718679,"threshold_uncertainty_score":0.7394068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4330443777762321,"score_gpt":0.4847722354458758,"score_spread":0.05172785766964372,"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."}}