{"id":"W2929006492","doi":"10.25071/10315/36069","title":"From Radical Disruption to Robust Systems: Change Management for The Evolution of Trust in Higher Education","year":2019,"lang":"en","type":"report","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Business; Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007915342,0.0004756074,0.0002824485,0.001422188,0.004022583,0.01302658,0.0009541029,0.003142034,0.006931315],"category_scores_gemma":[0.031123,0.0003435008,0.0005802567,0.00120457,0.00999577,0.0124353,0.008337402,0.003650282,0.00102172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139464,"about_ca_system_score_gemma":0.008362371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006585781,"about_ca_topic_score_gemma":0.006040475,"domain_scores_codex":[0.9933264,0.003077771,0.0002815081,0.000694367,0.001879795,0.0007401084],"domain_scores_gemma":[0.9836937,0.006453219,0.002356921,0.003135934,0.002522353,0.001837894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002029325,0.000211383,0.02584296,0.0003469935,0.00006686262,0.0007174906,0.01891929,0.01039115,0.001948143,0.7737008,0.01913246,0.1485195],"study_design_scores_gemma":[0.00004268108,0.0004102355,0.02040518,0.0006637005,0.00005370255,0.0005660359,0.02068842,0.0204441,0.003769918,0.7926588,0.140144,0.0001532524],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.329857,0.006209306,0.1883216,0.1662547,0.0008233308,0.0006272604,0.0004443846,0.0008956738,0.3065667],"genre_scores_gemma":[0.982758,0.001016104,0.01014536,0.0008235481,0.00007720267,0.00009280654,0.00005778129,0.00007680106,0.004952354],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01302658,"threshold_uncertainty_score":0.08267426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09472503805967511,"score_gpt":0.3666940322663529,"score_spread":0.2719689942066777,"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."}}