{"id":"W4244469379","doi":"10.32920/ryerson.14636463","title":"Academic Restructuring at Ryerson University: White Paper","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Restructuring; Commission; Mandate; Context (archaeology); Political science; Plan (archaeology); White paper; Public administration; Management; Law; History; Economics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003273172,0.000418147,0.0004077919,0.001182364,0.004097166,0.009309163,0.001128299,0.002770163,0.08415955],"category_scores_gemma":[0.006907615,0.0005403295,0.0003126584,0.001852559,0.001360258,0.002553216,0.002600056,0.003166687,0.02993616],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01297075,"about_ca_system_score_gemma":0.01471992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09449708,"about_ca_topic_score_gemma":0.1474417,"domain_scores_codex":[0.9978147,0.000272897,0.00009886171,0.0003269958,0.0009201573,0.0005664137],"domain_scores_gemma":[0.9970607,0.0006574302,0.0001478439,0.0003498245,0.0008045874,0.0009796433],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003565283,0.00005025314,0.0005576778,0.00004289926,0.000006316006,0.00009480847,0.0003807634,0.0001710303,0.0001633826,0.04264669,0.9321898,0.02366086],"study_design_scores_gemma":[0.000009172308,0.00001363715,0.005682293,0.00006803373,0.000006078104,0.00002347661,0.0005068329,0.0001632431,0.0003926071,0.002180029,0.9909374,0.0000172184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02661251,0.01012618,0.0009792368,0.1194475,0.003320619,0.0002343201,0.00600036,0.0007770113,0.8325021],"genre_scores_gemma":[0.0754526,0.004902087,0.0007536951,0.0053928,0.0008045841,0.0001259414,0.0026097,0.0002606692,0.909698],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9967268,"threshold_uncertainty_score":0.2815418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518811258648143,"score_gpt":0.3994059148564669,"score_spread":0.2475247889916526,"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."}}