{"id":"W3002760728","doi":"10.17994/it.2015.13.1.40.3","title":"EVOLUTION OF UNIVERSITY MANAGEMENT MODELS","year":2015,"lang":"en","type":"article","venue":"International Trends / Mezhdunarodnye protsessy","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; McMaster University; National Research University Higher School of Economics; Harvard University; Princeton University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002420455,0.000408592,0.0004770058,0.001045495,0.001156423,0.004933035,0.001473341,0.0016772,0.02139042],"category_scores_gemma":[0.01712841,0.0004949574,0.0008729326,0.001136853,0.0009452524,0.00394955,0.001594541,0.001465738,0.002205732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004154411,"about_ca_system_score_gemma":0.002054881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0159304,"about_ca_topic_score_gemma":0.01095653,"domain_scores_codex":[0.9984444,0.0008530439,0.00005059116,0.0002352502,0.0002200092,0.0001968279],"domain_scores_gemma":[0.9947079,0.002649093,0.00052236,0.0009042172,0.0006115463,0.0006048927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001129747,0.0001344661,0.006185718,0.0000377578,0.00007072151,0.00009654397,0.0004076973,0.5175558,0.0003843242,0.4379487,0.008653697,0.02841148],"study_design_scores_gemma":[0.00002806613,0.00003716662,0.001443023,0.00003126608,0.00001893528,0.0000434686,0.0002270305,0.8394237,0.0001981187,0.1500934,0.008430884,0.00002492041],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4868319,0.001161823,0.2252655,0.008593759,0.0002526379,0.0001327226,0.002300623,0.00119308,0.2742678],"genre_scores_gemma":[0.971491,0.0003254786,0.01307433,0.00009982729,0.00002388992,0.00005743599,0.0004372313,0.0001033639,0.01438751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02139042,"threshold_uncertainty_score":0.07155806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02977140742074482,"score_gpt":0.2174306799311815,"score_spread":0.1876592725104367,"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."}}