{"id":"W7025285317","doi":"","title":"Understanding the Challenges Experienced by Immigrant Personal Support Workers (PSWs) during the COVID-19 Pandemic: Evidence from Windsor, Ontario","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Immigration; Workforce; Intersectionality; Health care; Focus group; Pandemic; Burnout; Workforce development; Psychological resilience","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":[0.0006484244,0.000393141,0.0003349585,0.0002899419,0.0008763965,0.0003194964,0.001121811,0.0001996681,0.000102859],"category_scores_gemma":[0.00005793152,0.0003097599,0.0002528427,0.000697778,0.0001966965,0.000935495,0.0002634619,0.0008839811,0.0001321878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001477255,"about_ca_system_score_gemma":0.000153771,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008449626,"about_ca_topic_score_gemma":0.09129529,"domain_scores_codex":[0.99761,0.0002156449,0.0002840027,0.000609065,0.0006088286,0.000672417],"domain_scores_gemma":[0.9984912,0.0004753348,0.0001000976,0.000569671,0.00003916903,0.0003244918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000706616,0.0000121865,0.9424562,0.00004364785,0.0002553197,0.0001743995,0.04230302,0.01345365,0.001137426,0.00000355611,0.00001224762,0.00007770146],"study_design_scores_gemma":[0.002463729,0.0001150115,0.8457853,0.0007497321,0.000625679,0.0001003289,0.1431602,0.001045292,0.0006828078,0.0002214164,0.003097698,0.001952765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918371,0.0006896883,0.00543756,0.000855741,0.0002271387,0.0001904592,0.00003841211,0.0006694541,0.00005442712],"genre_scores_gemma":[0.9950578,0.0009818424,0.000004370327,0.0001586912,0.00008175708,0.00000553981,0.00002555822,0.00005303955,0.003631358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1008572,"threshold_uncertainty_score":0.9999354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2885904967657359,"score_gpt":0.3187215890223244,"score_spread":0.03013109225658844,"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."}}