{"id":"W4319594061","doi":"10.1186/s12960-023-00797-6","title":"The impact of COVID-19 on the mental health and substance use health (MHSUH) workforce in Canada: a mixed methods study","year":2023,"lang":"en","type":"article","venue":"Human Resources for Health","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; Nova Scotia Health Authority; University of Ottawa; Mental Health Commission of Canada; Carleton University","funders":"Canadian Institutes of Health Research","keywords":"Workforce; Mental health; Thematic analysis; Public health; Health administration; Health services research; Odds; Pandemic; Medicine; Nursing; Environmental health; Psychology; Logistic regression; Qualitative research; Coronavirus disease 2019 (COVID-19); Political science; Psychiatry; Sociology","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":[0.01324557,0.0007657263,0.001157401,0.005192468,0.009977879,0.004182409,0.00285714,0.001076172,0.002173681],"category_scores_gemma":[0.01618685,0.0008286219,0.0015097,0.01011143,0.002269735,0.00134571,0.003271179,0.001352334,0.0001815314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09816178,"about_ca_system_score_gemma":0.144894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9908709,"about_ca_topic_score_gemma":0.9931989,"domain_scores_codex":[0.9905645,0.002671346,0.0006847603,0.0008341009,0.003121883,0.002123372],"domain_scores_gemma":[0.984085,0.004827674,0.002282923,0.000567916,0.006628227,0.00160829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003548231,0.0004252776,0.8616688,0.002305753,0.0004918805,0.0007356518,0.08704672,0.0003105525,0.0005721716,0.001327202,0.004060623,0.04070064],"study_design_scores_gemma":[0.00006519784,0.0004755748,0.7817283,0.002257765,0.0003525046,0.0002617863,0.2014107,0.001397569,0.0004918253,0.0003359762,0.01108206,0.0001406514],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820111,0.005198069,0.001229221,0.001703456,0.00007004869,0.001746118,0.004654374,0.00002636184,0.003361257],"genre_scores_gemma":[0.9855295,0.003891577,0.003519436,0.001681716,0.00003769072,0.001845919,0.001745868,0.00002303078,0.001725283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09816178,"threshold_uncertainty_score":0.7122169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.211749811521123,"score_gpt":0.5304767694085719,"score_spread":0.3187269578874489,"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."}}