{"id":"W2913475823","doi":"10.6000/1929-7092.2019.08.11","title":"4.0 Leadership Skills in Hospitality Sector","year":2019,"lang":"en","type":"article","venue":"Journal of Reviews on Global Economics","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hospitality; Hospitality industry; Perspective (graphical); Public relations; Leadership studies; Transformational leadership; Sociology; Psychology; Marketing; Management; Knowledge management; Leadership style; Business; Political science; Tourism; Computer science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001115993,0.0001300781,0.0004292552,0.00009895394,0.00001887035,0.000124962,0.0002485392,0.00006639301,0.0002313733],"category_scores_gemma":[0.0001520086,0.0001124394,0.0002015165,0.0001807521,0.00001641591,0.0009807153,0.00002609232,0.0001623726,0.00098866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002318318,"about_ca_system_score_gemma":0.00004634422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006047903,"about_ca_topic_score_gemma":0.00005477125,"domain_scores_codex":[0.99889,0.00002141542,0.0006966059,0.0001370684,0.00007383727,0.0001810058],"domain_scores_gemma":[0.9988328,0.00002255051,0.0008773569,0.0001867339,0.00006145889,0.00001909508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008419524,0.0007423587,0.8424268,0.000684919,0.00005189131,0.000008899791,0.0001124089,0.0005018815,0.000003086611,0.05080615,0.02694958,0.07762786],"study_design_scores_gemma":[0.0007175282,0.00005907437,0.3212828,0.0003830207,0.00002308259,0.000005244582,0.0002360051,0.00009126962,0.000003591583,0.007874361,0.6691002,0.0002239013],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787399,0.001650978,0.000007381317,0.002954386,0.001579333,0.000248388,0.000001827244,0.000005466556,0.01481236],"genre_scores_gemma":[0.9927164,0.001042354,0.0001324812,0.004673107,0.001282002,0.000002072023,0.000003411596,0.000008908363,0.0001392304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6421506,"threshold_uncertainty_score":0.9997892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03725148571729036,"score_gpt":0.2501710070420675,"score_spread":0.2129195213247771,"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."}}