{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001400739,0.000142677,0.0001690778,0.0004463062,0.001094563,0.0002575035,0.0003636559,0.000159874,0.00006235078],"category_scores_gemma":[0.00009400352,0.0001561923,0.00004077987,0.0008837983,0.0001157396,0.001913423,0.0002449725,0.00031493,0.00001481378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000090512,"about_ca_system_score_gemma":0.00007582396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2428743,"about_ca_topic_score_gemma":0.3937031,"domain_scores_codex":[0.9988948,0.00007509121,0.0001156536,0.000322522,0.0002983061,0.0002936968],"domain_scores_gemma":[0.9993364,0.00004931108,0.0001082662,0.0002872642,0.000101914,0.0001168646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002026178,0.0002631274,0.8782175,0.0001952301,0.00007828692,0.0002192187,0.04137099,0.0001524248,0.0001212778,0.0122375,0.04377868,0.0231631],"study_design_scores_gemma":[0.0003940805,0.0000252038,0.9452414,0.00002973865,0.00004107303,9.133447e-7,0.0418689,0.0007703727,0.000002331983,0.001408287,0.009996833,0.0002208591],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622864,0.00001504035,0.00002695557,0.03495831,0.0001128613,0.0003223204,0.00001585415,0.00005209767,0.002210171],"genre_scores_gemma":[0.9968845,0.00002027197,0.00006896392,0.002617559,0.0001059423,6.702716e-7,0.00009135391,0.000008651569,0.0002020413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1508288,"threshold_uncertainty_score":0.8418602,"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."}}