{"id":"W7039908115","doi":"","title":"Mental Health Impact of Canadian Job Requirements and Recruitment Practices on Nigerian and African Professionals Transitioning into the Canadian Workspace","year":2023,"lang":"en","type":"other","venue":"York University Digital Library (York University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Disability Prevention and Rehabilitation; York University","funders":"","keywords":"Mental health; Workforce; Health professionals; Workforce development; Workspace","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00276826,0.0002243379,0.0003405548,0.001303022,0.0183505,0.003917543,0.001594657,0.0009827244,0.01071606],"category_scores_gemma":[0.008712587,0.0003429297,0.0004270322,0.002240239,0.002314583,0.0009049269,0.004911303,0.001910108,0.000513826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07167669,"about_ca_system_score_gemma":0.1591556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9944953,"about_ca_topic_score_gemma":0.9986976,"domain_scores_codex":[0.9970235,0.0003244604,0.0000852235,0.000116387,0.0006414879,0.001808989],"domain_scores_gemma":[0.9904407,0.0007775762,0.0005728484,0.000129736,0.002832868,0.00524624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001272406,0.0008194376,0.5816997,0.0003733047,0.00005483094,0.001103713,0.2442329,0.0004154772,0.001214967,0.009014365,0.045129,0.11467],"study_design_scores_gemma":[0.00004546705,0.0001357013,0.513979,0.0004005941,0.00003042443,0.0001029627,0.4619615,0.0001908676,0.000173497,0.0002444447,0.02266329,0.00007232094],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9680624,0.0004111807,0.00004848763,0.006520961,0.0001028659,0.0001050605,0.0006902253,0.000008677135,0.02405023],"genre_scores_gemma":[0.9899772,0.0004939883,0.0001416587,0.0008113825,0.00001264435,0.00004155252,0.0002186767,0.00001199854,0.008290917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07167669,"threshold_uncertainty_score":0.5200532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05522352343511552,"score_gpt":0.2672240204492256,"score_spread":0.21200049701411,"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."}}