{"id":"W4210706379","doi":"10.47622/9781928502241_15","title":"Chapter 15: Teacher Professional Development in Environment and Sustainability Education","year":2021,"lang":"en","type":"book-chapter","venue":"African Minds eBooks","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; Rhodes University; University of Cambridge; York University","keywords":"Sustainability; Engineering ethics; Pedagogy; Professional development; Mathematics education; Sociology; Political science; Psychology; Engineering; Biology; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004333629,0.0004568263,0.0003652648,0.0001040887,0.0001760658,0.00003235929,0.0002236687,0.0003070242,0.01428602],"category_scores_gemma":[0.0000345213,0.0004597059,0.00008409857,0.00001942982,0.00071545,0.0000785556,0.0006335638,0.0005227406,0.0001570841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002843983,"about_ca_system_score_gemma":0.0004359896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001110236,"about_ca_topic_score_gemma":0.0001650375,"domain_scores_codex":[0.9974478,0.00006903926,0.0005633628,0.001000692,0.0005197125,0.0003993724],"domain_scores_gemma":[0.9989027,0.0000435447,0.0002017348,0.0005674221,0.00001488754,0.0002696767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001035432,0.001478689,0.07503464,0.0002811902,0.00007217718,0.00006088864,0.02110095,0.00002464149,0.0001549844,0.03088643,0.002107932,0.8686939],"study_design_scores_gemma":[0.0002625666,0.0000482395,0.08849208,0.00006142986,0.00002491879,0.0000120233,0.003714586,0.000007144293,0.000109633,0.009725785,0.896859,0.0006825153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1783964,0.0002418559,0.00001122328,0.0006944143,0.0002301986,0.001260235,0.000006336907,0.00002214683,0.8191372],"genre_scores_gemma":[0.3544106,0.00001138812,0.0004101845,0.0001994226,0.00003253562,0.000165719,0.00003579769,0.00003773224,0.6446966],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8947511,"threshold_uncertainty_score":0.9997855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008783469769054069,"score_gpt":0.2328038888514453,"score_spread":0.2240204190823913,"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."}}