{"id":"W4230042476","doi":"10.32920/ryerson.14638374","title":"Discussion Paper: Academic Restructuring at Ryerson University","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Restructuring; Commission; Plan (archaeology); Political science; Public administration; Management; Business; Law; Economics; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003510734,0.0002371622,0.0003342244,0.0009334224,0.004606364,0.005100963,0.0008965318,0.003399403,0.1042152],"category_scores_gemma":[0.01145147,0.0002040976,0.0002616898,0.001748954,0.0007808733,0.002142719,0.002044641,0.00376394,0.01553453],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009924988,"about_ca_system_score_gemma":0.005667357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04408387,"about_ca_topic_score_gemma":0.06183992,"domain_scores_codex":[0.9983748,0.0004591426,0.00007774423,0.0002394451,0.0004511171,0.0003977861],"domain_scores_gemma":[0.9947253,0.002028118,0.00023367,0.0003355546,0.001424216,0.001253078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008926792,0.0000649285,0.00105996,0.00009991966,0.000005066317,0.0001574556,0.002010185,0.0001219375,0.0002018094,0.01503313,0.9677901,0.01336613],"study_design_scores_gemma":[0.00002818612,0.00003037129,0.01609524,0.0001537451,0.000007762746,0.00002488337,0.005090184,0.00009864388,0.0003414325,0.001892427,0.9762166,0.00002045603],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.04840476,0.008163301,0.001151405,0.4386854,0.02679737,0.0007222028,0.007707453,0.0003597638,0.4680082],"genre_scores_gemma":[0.2274843,0.006654722,0.0007302906,0.05055029,0.009117262,0.0005535774,0.005249594,0.0002220844,0.6994379],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.990075,"threshold_uncertainty_score":0.3486345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312692603771086,"score_gpt":0.305761381707654,"score_spread":0.2826344556699431,"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."}}