{"id":"W7132870424","doi":"","title":"Commercialization of Higher Education: MBA Students' Experience and Expectations","year":2012,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Office of International Science and Engineering","keywords":"Commercialization; Higher education; Goods and services; Product (mathematics); Business education; Service (business); Service provider; Qualitative research","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001624111,0.0002120518,0.0002139262,0.0003445075,0.0001638934,0.0002001414,0.0002384359,0.0001170975,0.001553858],"category_scores_gemma":[0.000059178,0.0002285026,0.0000458151,0.0003864849,0.00003072052,0.0006063603,0.00006777913,0.00009465926,0.00006102448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002871116,"about_ca_system_score_gemma":0.00003999335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005506456,"about_ca_topic_score_gemma":0.0002034369,"domain_scores_codex":[0.9989302,0.00001658498,0.000283536,0.0002508727,0.0003446214,0.0001742553],"domain_scores_gemma":[0.9989069,0.00002884015,0.0005403917,0.0002457557,0.0002618002,0.00001633939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006726257,0.002663644,0.2397798,0.008350675,0.0003014369,0.000001072525,0.07571726,0.000005113704,0.001241348,0.2161617,0.4021123,0.05299298],"study_design_scores_gemma":[0.0003071151,0.00001349343,0.5947517,0.0003508413,0.0003377336,2.414747e-7,0.04105406,0.0000146579,0.00008556028,0.0006603934,0.36193,0.0004942847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7706489,0.001344943,0.00001149692,0.0004495532,0.003914709,0.0005250179,6.571105e-7,0.00008696388,0.2230177],"genre_scores_gemma":[0.8764679,0.00005456798,0.0001016178,0.0002792845,0.001388881,0.0001567038,0.0009780126,0.00004057169,0.1205324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3549719,"threshold_uncertainty_score":0.9993588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03695579691208908,"score_gpt":0.3959102692595579,"score_spread":0.3589544723474688,"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."}}