{"id":"W4293428493","doi":"10.24043/isj.390","title":"Human resources and workforce shortages in Jeju Island due to islandness: The challenges faced by former hospitality and tourism professionals","year":2022,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Woosong University","keywords":"Tourism; Workforce; Hospitality; Mainland China; Mainland; Business; Hospitality management studies; Public relations; Marketing; Economic shortage; Hospitality industry; Human resources; Turnover; Career development; Economic growth; Management; Political science; Geography; China; Sociology; Government (linguistics); Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001413302,0.0002096425,0.0003355901,0.0001645659,0.001761951,0.0002850741,0.0002145276,0.00004579851,0.00006341787],"category_scores_gemma":[0.00009733203,0.0001390947,0.00004555399,0.0002168729,0.00009588243,0.0004653668,0.0004301307,0.0004414915,0.00000243363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003827706,"about_ca_system_score_gemma":0.0000124436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001172715,"about_ca_topic_score_gemma":0.0009373414,"domain_scores_codex":[0.9985442,0.00008984398,0.0003733925,0.0002849031,0.0003722711,0.0003354262],"domain_scores_gemma":[0.9994147,0.0001039073,0.0002219109,0.0001445242,0.00008688434,0.0000280792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002136803,0.0007133993,0.2750683,0.0004545571,0.0004937924,0.0001684408,0.09629215,0.00009370426,0.00006339671,0.003956939,0.5948092,0.02767242],"study_design_scores_gemma":[0.001905179,0.0001993003,0.494432,0.0003147195,0.000101732,0.00008325944,0.2510152,0.00007007991,0.00000589569,0.02672488,0.2244359,0.0007119272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947989,0.01827233,0.000008635324,0.03061317,0.0004140976,0.0003464179,0.00001134123,0.0000164249,0.002328616],"genre_scores_gemma":[0.995672,0.001298668,0.000008113146,0.00117897,0.0008412881,0.00009720283,0.000005528881,0.00001687608,0.0008813262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3703733,"threshold_uncertainty_score":0.9995376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03215225985825886,"score_gpt":0.2984926284294598,"score_spread":0.266340368571201,"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."}}