{"id":"W3130538807","doi":"10.5430/ijhe.v10n4p113","title":"Redefining Assessment in Tourism and Hospitality Education","year":2021,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Educational Games and Gamification","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hospitality; Tourism; Hospitality industry; Hospitality management studies; Typology; Higher education; Public relations; Psychology; Business; Medical education; Marketing; Pedagogy; Sociology; Political science; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003512678,0.00009558586,0.0001347488,0.0002560388,0.00002611532,0.00008844797,0.0001827126,0.00007574417,0.0008417612],"category_scores_gemma":[0.00006300723,0.0000991078,0.0000563038,0.0001667352,0.00003118911,0.0002631833,0.00002665274,0.000244333,0.00001309721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002823411,"about_ca_system_score_gemma":0.001351489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001167649,"about_ca_topic_score_gemma":0.000008876123,"domain_scores_codex":[0.9987109,0.0001297327,0.0005351366,0.0001926381,0.0003262548,0.0001052906],"domain_scores_gemma":[0.9983001,0.00009574326,0.0004304319,0.0001541224,0.0009435153,0.00007610553],"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":[0.000055589,0.003302439,0.2701162,0.00001622551,0.0001691548,0.0000171383,0.004096476,0.00001369483,0.001171269,0.4229707,0.040479,0.2575921],"study_design_scores_gemma":[0.0003105405,0.00003342879,0.9007018,0.00009493798,0.00001723165,0.0001667291,0.003936812,0.000002207894,0.00006797401,0.01489889,0.07967836,0.00009111043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9003999,0.004583071,0.0001220102,0.02409931,0.0156846,0.00008265559,0.000003942612,0.00000763341,0.05501693],"genre_scores_gemma":[0.9838986,0.0001324217,0.003506862,0.001162356,0.001307753,0.0000244807,0.00005421037,0.00001138062,0.009901949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6305856,"threshold_uncertainty_score":0.9216695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02056187517175937,"score_gpt":0.4029892900580459,"score_spread":0.3824274148862865,"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."}}