{"id":"W2046358714","doi":"10.1177/0973408214548366","title":"The Leading Edge of Teacher Education and ESD","year":2014,"lang":"en","type":"article","venue":"Journal of Education for Sustainable Development","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Network for Business Sustainability","funders":"","keywords":"Coursework; Certificate; Education for sustainable development; Sustainability; Political science; Pedagogy; Public relations; Engineering; Sustainable development; Engineering ethics; Sociology; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004261504,0.00008627171,0.0001503859,0.000212442,0.0007959335,0.0001329112,0.0002479386,0.00006617368,0.00001600537],"category_scores_gemma":[0.003946036,0.00007023698,0.00004945753,0.0003011433,0.0001698755,0.0003920139,0.0000246064,0.0001039685,0.000001360118],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001064099,"about_ca_system_score_gemma":0.01044691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000121664,"about_ca_topic_score_gemma":0.00004140658,"domain_scores_codex":[0.9985873,0.0001956007,0.0005302247,0.0001089724,0.0002999112,0.0002780032],"domain_scores_gemma":[0.9956705,0.0005023714,0.0006004039,0.0001329967,0.002969421,0.0001243087],"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":[0.00005851786,0.0008466056,0.02108938,0.0003047968,0.00004198022,9.816512e-8,0.1053544,0.00001497524,0.00002887547,0.4626651,0.04351205,0.3660832],"study_design_scores_gemma":[0.00009873645,0.00004062399,0.01598048,0.00002934372,0.00001633014,0.00000205981,0.2320327,0.000001804035,0.0001746966,0.02014317,0.7314133,0.00006675899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635285,0.001499575,0.001258023,0.009535443,0.002295301,0.0008373763,1.140634e-7,0.00001111543,0.02103461],"genre_scores_gemma":[0.9499073,0.00006611327,0.003938282,0.00008408216,0.000543085,0.00007931402,0.000001859153,0.0000104143,0.04536952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6879013,"threshold_uncertainty_score":0.995163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303927990932892,"score_gpt":0.3399193999180662,"score_spread":0.3268801200087373,"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."}}