{"id":"W7001078849","doi":"","title":"Immigration and Workforce Diversity in the Canadian Hospitality and Tourism Sector: An Opportunity Not to be Missed","year":2023,"lang":"en","type":"article","venue":"Scholarworks (University of Massachusetts Amherst)","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tourism; Diversity (politics); Immigration; Workforce; Hospitality; Workforce diversity; Multiculturalism; Hospitality management studies","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002768729,0.000162116,0.0002315007,0.001234178,0.01690627,0.007076053,0.0009894256,0.001381461,0.00416432],"category_scores_gemma":[0.004767517,0.0001594685,0.0002514518,0.002815791,0.008806783,0.002745581,0.004798459,0.002906724,0.0001509325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05638346,"about_ca_system_score_gemma":0.1652147,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9795038,"about_ca_topic_score_gemma":0.992963,"domain_scores_codex":[0.9971803,0.0003915537,0.00005459637,0.00009406565,0.0006593986,0.001620096],"domain_scores_gemma":[0.9954351,0.0005389233,0.000317179,0.00007047376,0.001084676,0.002553591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001207296,0.0001323555,0.136854,0.0006701446,0.0000417982,0.001261733,0.111059,0.0006524782,0.000817506,0.1444799,0.1773667,0.4265437],"study_design_scores_gemma":[0.00001562822,0.00007807258,0.2479913,0.001930866,0.00004318705,0.0004813563,0.3419382,0.0004862409,0.0003079428,0.01385177,0.392701,0.00017437],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2764239,0.03423793,0.0004976441,0.5786138,0.001403196,0.00004123351,0.0002419742,0.00004639193,0.108494],"genre_scores_gemma":[0.9490451,0.01985554,0.0006333226,0.01591753,0.0003446063,0.00001464108,0.00008998008,0.00001547696,0.01408379],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05638346,"threshold_uncertainty_score":0.4090925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05931720261528747,"score_gpt":0.2434334113172017,"score_spread":0.1841162087019143,"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."}}