{"id":"W2511390481","doi":"10.1080/14926150209556518","title":"Reviews: Education and the new bureaucracy","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Bureaucracy; Publishing; Library science; Political science; Sociology; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002419434,0.00005322995,0.0001119532,0.0006123713,0.001058511,0.0002172081,0.0002818005,0.00005154956,0.0001651343],"category_scores_gemma":[0.005488794,0.00003706171,0.00001277515,0.001245556,0.00295254,0.0004298216,0.000008314846,0.0002003878,0.00001055041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008830846,"about_ca_system_score_gemma":0.005122192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001938207,"about_ca_topic_score_gemma":0.001530332,"domain_scores_codex":[0.9993526,0.00004638901,0.0002317438,0.00008349182,0.0001336651,0.0001521078],"domain_scores_gemma":[0.9986688,0.00009958036,0.0004044436,0.0001090705,0.0004988365,0.0002192409],"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":[3.019115e-7,0.00002889118,0.0005287853,0.000007285615,0.000002356428,9.212933e-8,0.04001536,3.755723e-8,0.00002155003,0.7259617,0.01460503,0.2188286],"study_design_scores_gemma":[0.0001121951,0.00002060686,0.0003156958,0.0001192181,0.00002102681,0.00008617673,0.08024022,0.00002498428,0.00002192634,0.1055111,0.8134565,0.00007036418],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2953286,0.03474924,0.0004157131,0.5855922,0.003368577,0.0006451426,3.283615e-7,0.00001961116,0.07988057],"genre_scores_gemma":[0.979051,0.002249865,0.01107292,0.0007351937,0.0003037041,0.000007827956,1.40293e-7,0.000004362591,0.006575004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7988515,"threshold_uncertainty_score":0.9997609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04734919811323535,"score_gpt":0.3681222645484642,"score_spread":0.3207730664352288,"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."}}