{"id":"W4224317332","doi":"10.1080/15313220.2022.2062523","title":"Fixed and in flux: the identity of a hospitality degree program at a Canadian community college","year":2022,"lang":"en","type":"article","venue":"Journal of Teaching in Travel & Tourism","topic":"Hospitality and Tourism Education","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Niagara College","funders":"","keywords":"Hospitality; Identity (music); Context (archaeology); Sociology; Public relations; Marketing; Management; Political science; Business; Economics; Tourism; Law; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.005166723,0.0001175831,0.0002706096,0.000455179,0.0006285597,0.00009481124,0.0004927136,0.00005069841,0.00005805841],"category_scores_gemma":[0.0003190022,0.000100652,0.00008885756,0.0003909325,0.00007468144,0.0007366757,0.0002245158,0.00134948,8.781327e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003322492,"about_ca_system_score_gemma":0.0001197653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2282584,"about_ca_topic_score_gemma":0.2784657,"domain_scores_codex":[0.9984298,0.0003160241,0.0005738439,0.0000954032,0.0003494234,0.0002354711],"domain_scores_gemma":[0.9990746,0.0001134811,0.0005194715,0.0002042635,0.00005704979,0.00003118449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001857818,0.002313248,0.9472062,0.0003220953,0.0001002595,0.0003098631,0.01280657,0.0003336892,0.0001368627,0.007647524,0.0168815,0.01175641],"study_design_scores_gemma":[0.0007062831,0.00006214954,0.978312,0.00006314304,0.00002819784,0.0000320309,0.008651409,0.0003324932,0.000004831798,0.005523563,0.00616548,0.0001184177],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915464,0.0001332113,0.000009171076,0.002580914,0.0003458852,0.0003144527,0.00001096208,0.000006142475,0.005052855],"genre_scores_gemma":[0.9991072,0.000005022512,0.0001778334,0.0003477933,0.0002157869,0.00001729399,0.00000738533,0.00001134571,0.0001103848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05020731,"threshold_uncertainty_score":0.7768807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02794361537542223,"score_gpt":0.2673801965675832,"score_spread":0.2394365811921609,"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."}}