{"id":"W4402266015","doi":"10.1080/1943815x.2024.2395226","title":"Integrative sustainability education: emerging concepts and approaches","year":2024,"lang":"en","type":"article","venue":"Journal of Integrative Environmental Sciences","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Sustainability; Environmental planning; Management science; Environmental resource management; Process management; Engineering ethics; Ecology; Engineering; Biology; Environmental science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002502495,0.000168051,0.0002121744,0.0002220546,0.0006015033,0.0003212422,0.0003384972,0.00006971244,0.0003509099],"category_scores_gemma":[0.000943739,0.0001077137,0.0001123487,0.0005218376,0.003900493,0.001396681,0.00005355342,0.0003366497,0.000004972398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001601196,"about_ca_system_score_gemma":0.001967141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003087882,"about_ca_topic_score_gemma":0.0001108633,"domain_scores_codex":[0.9979004,0.0005422297,0.0003895343,0.0002963603,0.0006113033,0.0002602172],"domain_scores_gemma":[0.9988283,0.0006148491,0.0001962186,0.00008403142,0.0001104179,0.0001662198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003025235,0.0004859118,0.05871441,0.00006184492,0.00007640131,0.00001110244,0.4519466,0.00005751381,0.0002634901,0.2238463,0.003208052,0.2612981],"study_design_scores_gemma":[0.00005492023,0.0002528815,0.009910543,0.0001110116,0.00002626501,0.0000211451,0.8983518,0.00008144163,0.0003582764,0.04410645,0.04657647,0.0001487982],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628982,0.006494362,0.0006523026,0.01595307,0.001333946,0.0003730249,0.000003741005,0.00002176781,0.0122696],"genre_scores_gemma":[0.9961967,0.0003298831,0.001226534,0.00007471009,0.0003817287,0.00001733079,9.615798e-7,0.000005839286,0.001766324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4464053,"threshold_uncertainty_score":0.9988103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02382232522791891,"score_gpt":0.3735610172756866,"score_spread":0.3497386920477676,"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."}}