{"id":"W3010971356","doi":"10.5430/ijhe.v9n3p71","title":"Change of the Higher Education Paradigm in the Context of Digital Transformation: from Resource Management to Access Control","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Russian Foundation for Basic Research","keywords":"Digital transformation; Context (archaeology); Information technology management; Knowledge management; Engineering management; Computer science; Resource management (computing); Process management; Business; Engineering; Information system; Management information systems; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002116172,0.0000864314,0.000130771,0.0001573207,0.0000259391,0.0001727248,0.001859383,0.0000242566,0.00004323374],"category_scores_gemma":[0.000015405,0.00005752557,0.00009003285,0.0003345796,0.00003027349,0.0007223531,0.00009508515,0.0001244843,0.000008835977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008082873,"about_ca_system_score_gemma":0.00009508759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005060729,"about_ca_topic_score_gemma":0.000003578922,"domain_scores_codex":[0.9986561,0.0001054401,0.0004834943,0.00011837,0.0005585431,0.00007803263],"domain_scores_gemma":[0.9989861,0.00008549375,0.0004451562,0.0001916465,0.0002459915,0.0000456484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002915289,0.001687205,0.02794381,0.0001008576,0.0004115113,0.000004667486,0.05234575,0.0006820163,0.0001048677,0.5443587,0.03596838,0.3361006],"study_design_scores_gemma":[0.001161589,0.0001569607,0.5355919,0.0003555909,0.00005772461,0.000005130839,0.002696128,0.0002417303,0.0003075796,0.006612053,0.4526591,0.0001544692],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.189317,0.001693689,0.01495691,0.7427493,0.00951167,0.001337953,0.00003322645,0.00002642768,0.04037382],"genre_scores_gemma":[0.9930989,0.00001129325,0.0001988578,0.005694334,0.0005664629,0.00002580544,0.000006591223,0.000004843967,0.0003928875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8037819,"threshold_uncertainty_score":0.3455227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03384507099684464,"score_gpt":0.3076790320893928,"score_spread":0.2738339610925482,"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."}}