{"id":"W4296210008","doi":"10.1080/13603108.2022.2121779","title":"Causes, processes, and effects of academic reorganization at public master’s universities in the United States","year":2022,"lang":"en","type":"article","venue":"Perspectives Policy and Practice in Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Speculation; Anecdote; Perception; Politics; Sample (material); Control (management); Order (exchange); Public relations; Political science; Variables; Psychology; Survey data collection; Public administration; Management; Business; Economics; Law","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":[0.00336901,0.0002139161,0.0002489869,0.002327572,0.002624178,0.002807808,0.0008071343,0.0009397751,0.002674224],"category_scores_gemma":[0.01045218,0.0004285362,0.0005335169,0.001892985,0.003110758,0.001408006,0.003817492,0.001607243,0.0001567705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006366143,"about_ca_system_score_gemma":0.007015053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05027839,"about_ca_topic_score_gemma":0.08137893,"domain_scores_codex":[0.9966168,0.001119281,0.0001911245,0.0002834232,0.0004566332,0.001332707],"domain_scores_gemma":[0.9845313,0.003717838,0.007373062,0.0005765913,0.0009635473,0.002837584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001346471,0.0003481261,0.9792356,0.0000445886,0.00003338723,0.0004166927,0.006908349,0.0005796803,0.0001527166,0.00198216,0.001165867,0.008998271],"study_design_scores_gemma":[0.000006054755,0.00004897096,0.9724303,0.00004556445,0.00001283886,0.00009032575,0.02537331,0.0003136721,0.0001070267,0.0007047664,0.0008567185,0.00001050812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966353,0.0003372031,0.00005973606,0.001518153,0.00001306192,0.00001792562,0.00003513645,0.000006256128,0.001377201],"genre_scores_gemma":[0.9994691,0.0002256122,0.00002625167,0.00006221505,0.00001474406,0.000007388104,0.00002659726,0.000001498734,0.0001665644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05027839,"threshold_uncertainty_score":0.09997147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373594369308362,"score_gpt":0.3614831454541858,"score_spread":0.3277472017611022,"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."}}