{"id":"W4393172208","doi":"10.1017/gmh.2024.18.pr2","title":"Recommendation: Inequality on the frontline: A multi-country study on gender differences in mental health among healthcare workers during the COVID-19 pandemic — R0/PR2","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Inequality; Mental health; Health care; 2019-20 coronavirus outbreak; Mental healthcare; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Medicine; Demographic economics; Psychiatry; Economic growth; Virology; Economics; Mathematics; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01774954,0.002125102,0.004579923,0.002156489,0.002559495,0.004835182,0.008371423,0.03386774,0.08109196],"category_scores_gemma":[0.1179914,0.001600265,0.007450485,0.004361272,0.001716015,0.006976816,0.004163011,0.007871414,0.04872431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003863918,"about_ca_system_score_gemma":0.02282106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03710284,"about_ca_topic_score_gemma":0.03701381,"domain_scores_codex":[0.9886253,0.004749978,0.002436968,0.0008350296,0.002238075,0.001114674],"domain_scores_gemma":[0.859618,0.02528405,0.01284085,0.006120392,0.08343518,0.01270146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004127261,0.0001981895,0.005217548,0.008668419,0.000435129,0.00009438446,0.0001411025,0.00006574479,0.0001269164,0.0004331483,0.9658654,0.0183413],"study_design_scores_gemma":[0.01812279,0.001185036,0.09602126,0.1097711,0.002898175,0.0003645967,0.003858423,0.001123031,0.000725277,0.006480048,0.7588099,0.0006403212],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009635537,0.01567236,0.002108494,0.5991278,0.1423848,0.04887645,0.1323726,0.001552106,0.04826979],"genre_scores_gemma":[0.03801077,0.01248627,0.019517,0.7067212,0.04856021,0.09743856,0.02728038,0.0004527738,0.04953293],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08109196,"threshold_uncertainty_score":0.2712796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4283676617357396,"score_gpt":0.5232237093651846,"score_spread":0.094856047629445,"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."}}