{"id":"W4403078423","doi":"10.1007/978-3-031-68667-2_4","title":"Transformative Teaching Strategies","year":2024,"lang":"en","type":"book-chapter","venue":"Science: Philosophy, history and education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Alberta Energy","funders":"","keywords":"Transformative learning; Sociology; Psychology; Mathematics education; Pedagogy","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":[0.00178526,0.0007230954,0.0002981832,0.001331065,0.002618443,0.006851058,0.00156684,0.00175802,0.03711405],"category_scores_gemma":[0.004131325,0.000235366,0.0004000508,0.001057334,0.006344721,0.006915395,0.004682776,0.003150391,0.007627766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00278124,"about_ca_system_score_gemma":0.002586536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008450039,"about_ca_topic_score_gemma":0.001540916,"domain_scores_codex":[0.9982353,0.0007617213,0.0000406724,0.000209659,0.0005420615,0.000210476],"domain_scores_gemma":[0.9983385,0.0007311062,0.00009194606,0.000387695,0.0002751392,0.0001756093],"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":[0.000009810024,0.00003403817,0.00005408702,0.00003437606,0.000002342687,0.00005320244,0.004857104,0.0001685469,0.0002913601,0.9538324,0.007684913,0.03297784],"study_design_scores_gemma":[0.00001820918,0.00002606946,0.0001929753,0.0001467753,0.000007761198,0.0002394538,0.006831812,0.001553367,0.00160064,0.5904795,0.3988944,0.000009096061],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005707592,0.000556181,0.0313166,0.002553455,0.0003177313,0.00006780403,0.00002404626,0.0002247558,0.9592317],"genre_scores_gemma":[0.4996321,0.001413621,0.0250848,0.001420047,0.0003067739,0.0003020011,0.0001181448,0.0003865674,0.4713358],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03711405,"threshold_uncertainty_score":0.1241589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04017795413794089,"score_gpt":0.3255477810975004,"score_spread":0.2853698269595595,"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."}}