{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002553898,0.00009341399,0.00009972114,0.000120354,0.00003201069,0.00001190062,0.0003456037,0.00003462772,0.001364794],"category_scores_gemma":[0.000006503205,0.00009576288,0.00004125438,0.0001971899,0.00007654222,0.0004391826,0.0003006329,0.00004454874,0.0001899421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007974809,"about_ca_system_score_gemma":0.00002007176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003446955,"about_ca_topic_score_gemma":0.00003914092,"domain_scores_codex":[0.999135,0.00002179847,0.0001762189,0.0002365902,0.0002955598,0.0001347962],"domain_scores_gemma":[0.9996343,0.000007564955,0.0001042044,0.0001459322,0.00003024573,0.0000777472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009440404,0.001366515,0.205844,0.00005504952,0.0004703629,0.0001123219,0.001848793,0.278932,0.0004488165,0.1920547,0.05063332,0.2672901],"study_design_scores_gemma":[0.003906319,0.0001104995,0.4105534,0.00009370791,0.00006065423,0.00003451771,0.001397053,0.09375317,0.0007368177,0.04780617,0.4407231,0.0008245895],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1776117,0.00001952077,0.01147025,0.0009272391,0.0007875005,0.00016942,0.00002163043,0.00005358989,0.8089392],"genre_scores_gemma":[0.976146,0.000009206912,0.004970001,0.00002642092,0.00002741152,0.000009187535,0.00001374946,0.000006994977,0.01879104],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7985343,"threshold_uncertainty_score":0.9995481,"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."}}