{"id":"W4397015216","doi":"10.1177/07417136241248650","title":"Book Review: <i>Transformative Sustainability Education: Reimagining Our Future</i> by Lange, E. A. LangeE. A. (2023). Transformative Sustainability Education: Reimagining Our Future. Taylor &amp; Francis. 468 pp. eBook ISBN 9781003159643. https://doi.org/10.4324/9781003159643","year":2024,"lang":"en","type":"article","venue":"Adult Education Quarterly","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transformative learning; Sustainability; Sociology; Political science; Environmental ethics; Pedagogy; Philosophy; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003764472,0.0009210265,0.0008998,0.0003989095,0.002309722,0.0008533967,0.001393492,0.0004285396,0.001803061],"category_scores_gemma":[0.0005325556,0.0008261967,0.000489254,0.002069506,0.0002112906,0.00320223,0.00006314497,0.003090216,0.001633756],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00313483,"about_ca_system_score_gemma":0.01341689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006366983,"about_ca_topic_score_gemma":0.0008130739,"domain_scores_codex":[0.9915645,0.00297442,0.001547592,0.001223402,0.001351419,0.001338654],"domain_scores_gemma":[0.9919419,0.000268655,0.0005652487,0.001558952,0.004940032,0.0007252201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000455131,0.0006964472,0.0001543617,0.002547075,0.00009166542,0.000001272099,0.1521931,0.000001389675,0.000004593875,0.003087519,0.6355926,0.2055844],"study_design_scores_gemma":[0.0002249434,0.0001422368,0.0002109857,0.0006535325,0.0001622167,0.000004753217,0.4281078,0.00001507706,0.00001235807,0.001532321,0.568343,0.0005907373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002192001,0.2348019,0.001403964,0.6705956,0.01296642,0.005644007,0.0000903066,0.001255183,0.07105066],"genre_scores_gemma":[0.3366141,0.03976159,0.002690679,0.1027884,0.02693537,0.01136669,0.005657334,0.0005042212,0.4736817],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5678072,"threshold_uncertainty_score":0.9994189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008312869809252962,"score_gpt":0.3268713395148301,"score_spread":0.3185584697055771,"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."}}