{"id":"W2026552092","doi":"10.1504/ijmie.2007.014374","title":"A visible hand: government as the change agent in the transformation of management education in China","year":2007,"lang":"en","type":"article","venue":"International Journal of Management in Education","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"China; Government (linguistics); Transformation (genetics); Business; Change management (ITSM); Political science; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004482523,0.000166924,0.0001576372,0.001282645,0.00005737786,0.0002245596,0.0008847154,0.00004173092,0.0001020829],"category_scores_gemma":[0.00006384008,0.0001250087,0.00008929898,0.0008390232,0.00003746749,0.001268187,0.00009893534,0.0002019294,0.00002168541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004691301,"about_ca_system_score_gemma":0.0000635848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009356934,"about_ca_topic_score_gemma":0.0005894843,"domain_scores_codex":[0.997422,0.00006224945,0.0009781825,0.000176302,0.001138795,0.0002225041],"domain_scores_gemma":[0.998717,0.00006877611,0.0008095964,0.0002239519,0.0001691853,0.00001155542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004396092,0.003088547,0.03833796,0.0004160439,0.0001059458,0.00001792426,0.005391645,0.0002490121,0.00002408198,0.149977,0.005374486,0.7965778],"study_design_scores_gemma":[0.001070014,0.00002554197,0.8148687,0.0006326856,0.00007179983,0.000007416376,0.02318113,0.0002497795,0.00003162663,0.01004651,0.1496558,0.0001590092],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8025628,0.0002871089,0.0005195066,0.01396769,0.003892133,0.001469782,7.271703e-7,0.0000076386,0.1772926],"genre_scores_gemma":[0.9950481,0.0005285996,0.0002760772,0.002590294,0.00080842,0.0001177649,0.00002797885,0.00001342633,0.0005893175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7964188,"threshold_uncertainty_score":0.5097707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222000766378462,"score_gpt":0.284382124523667,"score_spread":0.2721621168598823,"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."}}