{"id":"W7014525555","doi":"","title":"Penguasaan kemahiran generik di kalangan graduan hospitaliti di politeknik : satu kajian berkenaan keperluan industri perhotelan, persepsi pensyarah dan pelajar","year":2007,"lang":"id","type":"other","venue":"UTHM Institutional Repository (Universiti Tun Hussein Onn Malaysia)","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008840254,0.0002643293,0.0001577383,0.0006286938,0.001910988,0.002509215,0.0003285533,0.000535743,0.01508157],"category_scores_gemma":[0.001215712,0.0002007391,0.0002703907,0.0008247583,0.0008151596,0.0007325065,0.001624421,0.0006573178,0.001295574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004232132,"about_ca_system_score_gemma":0.007342152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0775675,"about_ca_topic_score_gemma":0.1835149,"domain_scores_codex":[0.9992751,0.0001461449,0.00002914942,0.00008047107,0.0001693554,0.000299648],"domain_scores_gemma":[0.9992658,0.0001232806,0.0001244275,0.00002787387,0.000165684,0.0002928391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007721562,0.000660494,0.6017174,0.0005024548,0.00007132313,0.002806463,0.03227808,0.0002101795,0.005462908,0.008988158,0.02055863,0.3259718],"study_design_scores_gemma":[0.00005346123,0.0005830034,0.7544623,0.0005360666,0.00009069948,0.001751022,0.07522088,0.0002481376,0.003980084,0.001945416,0.1610574,0.00007163952],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9331558,0.007088527,0.0007890591,0.007865671,0.0002129477,0.00009967514,0.000886669,0.00003418728,0.04986744],"genre_scores_gemma":[0.9292716,0.006272412,0.0008669774,0.0007799654,0.00004897448,0.00005609953,0.0004490872,0.00001751296,0.06223739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0775675,"threshold_uncertainty_score":0.154232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713272942819156,"score_gpt":0.2204965141040787,"score_spread":0.2033637846758871,"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."}}