{"id":"W6944592881","doi":"10.20381/ruor-28821","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":"other","venue":"University of Ottawa - Library","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Mental health; Thematic analysis; Odds; Pandemic; Public health; Logistic regression; Service provider","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001299904,0.0004041131,0.0008901908,0.0004829755,0.0003698252,0.00002828594,0.000913699,0.0001058896,0.0002076169],"category_scores_gemma":[0.0001147708,0.0002961803,0.0001464519,0.001179426,0.0003798136,0.0002679021,0.0002789311,0.0004867615,0.00000839025],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002266874,"about_ca_system_score_gemma":0.01095683,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9630097,"about_ca_topic_score_gemma":0.9844402,"domain_scores_codex":[0.9948654,0.003128262,0.0004019446,0.0005146242,0.000520576,0.0005692503],"domain_scores_gemma":[0.9957842,0.001665118,0.001187904,0.000832052,0.00001234616,0.0005184397],"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":[0.0003487414,0.0001616625,0.07885369,0.00007659545,0.0003085227,0.00003701752,0.004723893,0.00006206428,7.8558e-7,0.0006933439,0.9137995,0.0009341376],"study_design_scores_gemma":[0.004230018,0.001426248,0.1964449,0.00115299,0.00004619015,0.000006808464,0.09720144,0.000209401,0.00000483056,0.00009970727,0.698427,0.0007505395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7224545,0.03057766,0.0001641862,0.0517511,0.002056058,0.03025479,0.05997534,0.002778535,0.09998784],"genre_scores_gemma":[0.2608455,0.01969976,0.01000825,0.005317535,0.000276405,0.00001536572,0.001431343,0.00817748,0.6942284],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5942405,"threshold_uncertainty_score":0.999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04693598285077691,"score_gpt":0.3189063635258783,"score_spread":0.2719703806751014,"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."}}