{"id":"W4415565934","doi":"10.1007/978-981-96-8994-1_16","title":"A Case Study on International Business Education Practices in Canada and India","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Imperial College of Toronto; Bell (Canada)","funders":"","keywords":"Employability; Thriving; Curriculum; Globalization; Portfolio; Outcome-based education; Transparency (behavior); Face (sociological concept); Experiential learning","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":[0.0003119545,0.0002186467,0.0001723432,0.0007378108,0.00006863011,0.0002905231,0.0001623719,0.00005731279,0.0005418246],"category_scores_gemma":[0.0002611006,0.0002165227,0.00001512043,0.0001247895,0.00000975732,0.0004532474,0.0001822811,0.0001806926,0.00001688869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002614788,"about_ca_system_score_gemma":0.0008086472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9431279,"about_ca_topic_score_gemma":0.9657857,"domain_scores_codex":[0.9989737,0.000006913744,0.0002769939,0.00037747,0.0002549193,0.00010996],"domain_scores_gemma":[0.9989005,0.0001017804,0.0005789222,0.0002022318,0.0002086708,0.000007927631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000159758,0.0008318694,0.233966,0.001287397,0.0003023235,0.001427933,0.0002067844,0.000007567872,4.80266e-7,0.1857037,0.3934661,0.1826401],"study_design_scores_gemma":[0.0005817703,0.000008152975,0.1294526,0.0004552607,0.0002096359,0.00003016742,0.004343263,0.0001230453,7.384292e-8,0.001975993,0.8622751,0.0005449748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05715374,0.00002303139,0.000001567751,0.001706638,0.002064556,0.0006737141,0.000001666644,0.00002703011,0.9383481],"genre_scores_gemma":[0.5065869,0.00002557551,0.00002328316,0.002962362,0.0008522699,0.00005704453,0.0001082054,0.00002344268,0.4893609],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.468809,"threshold_uncertainty_score":0.8829539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02151789844826506,"score_gpt":0.2649868715113675,"score_spread":0.2434689730631024,"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."}}