{"id":"W4206027170","doi":"10.3390/tourhosp3010003","title":"The Elusive Search for Talent: Skill Gaps in the Canadian Luxury Hotel Sector","year":2022,"lang":"en","type":"article","venue":"Tourism and Hospitality","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Hospitality; Marketing; Business; Hospitality industry; Point (geometry); Advertising; Public relations; Tourism; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001976887,0.000144352,0.0001340222,0.0001226953,0.002336181,0.000503315,0.0004555537,0.00005272095,0.0001157068],"category_scores_gemma":[0.00008453524,0.0001032549,0.00007697204,0.0003615314,0.0001252713,0.0003660641,0.0001584524,0.0003129026,0.00001491004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001269895,"about_ca_system_score_gemma":0.0001472474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2238559,"about_ca_topic_score_gemma":0.1064746,"domain_scores_codex":[0.9986296,0.00006490693,0.0002266761,0.0002831263,0.0003347989,0.0004609063],"domain_scores_gemma":[0.9993076,0.0001474934,0.00009289503,0.0003329935,0.00008845777,0.00003057879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002088418,0.0009649753,0.2898881,0.000548433,0.0001514094,0.0001236831,0.02378747,0.0001708925,0.0000191164,0.3280571,0.3271931,0.0288869],"study_design_scores_gemma":[0.0005128968,0.0000436654,0.6523574,0.000008137981,0.00002743636,0.000003003182,0.01185175,0.0002935636,0.000007636769,0.02577427,0.3088554,0.0002648006],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663162,0.0005065291,0.000009783845,0.02273871,0.000653706,0.0009113104,0.00005242274,0.0000240216,0.008787271],"genre_scores_gemma":[0.9951497,0.00003002861,0.00001164115,0.00271539,0.001208419,0.0002861839,0.00009528582,0.00001645689,0.0004868589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3624693,"threshold_uncertainty_score":0.9989626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375428629003775,"score_gpt":0.2391883313839335,"score_spread":0.2254340450938958,"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."}}