{"id":"W4416201758","doi":"10.1108/978-1-80592-413-520251003","title":"Can Pedagogy in Universities Be Critical?","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Mary's University","funders":"","keywords":"Curriculum; Subject (documents); Workforce; Higher education; Power (physics); Productivity; Citizenship","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":[0.003382071,0.0004561165,0.000344151,0.00139844,0.004491502,0.01220256,0.0006749266,0.002177135,0.009466006],"category_scores_gemma":[0.007146124,0.0001628755,0.000215991,0.001172461,0.02070361,0.009609475,0.004304582,0.004267914,0.001231795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01121902,"about_ca_system_score_gemma":0.009059389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004872023,"about_ca_topic_score_gemma":0.005091913,"domain_scores_codex":[0.9970715,0.001840007,0.00006807299,0.0001934562,0.0005039103,0.0003229839],"domain_scores_gemma":[0.9965973,0.002146491,0.000182255,0.0001856514,0.0004767626,0.0004115618],"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":[0.000004393652,0.00001283072,0.0001459181,0.00007068787,7.694639e-7,0.00003978074,0.009398513,0.0001099095,0.00004458734,0.9605817,0.01283569,0.01675538],"study_design_scores_gemma":[0.000003111015,0.00001510122,0.0003130214,0.0007835247,0.000002455202,0.00006908928,0.01236425,0.0002343751,0.000227915,0.3530047,0.6329744,0.000008109237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01073725,0.02284102,0.004388145,0.0829199,0.002329263,0.00005070746,0.00002310143,0.00009111749,0.8766195],"genre_scores_gemma":[0.7230148,0.02039175,0.003148476,0.01630611,0.002076809,0.0001539941,0.00004681284,0.000136025,0.2347252],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01220256,"threshold_uncertainty_score":0.08139998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350450124805418,"score_gpt":0.3795229882811331,"score_spread":0.3560184870330789,"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."}}