{"id":"W4281691130","doi":"10.1108/ijshe-09-2021-0392","title":"Teaching sustainability: does style matter?","year":2022,"lang":"en","type":"article","venue":"International Journal of Sustainability in Higher Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Covenant Health","funders":"National Institute on Minority Health and Health Disparities","keywords":"Sustainability; Curriculum; Active learning (machine learning); Psychology; Process (computing); Sustainability science; Perception; Mathematics education; Pedagogy; Social sustainability; Engineering ethics; Engineering; Computer science; Ecology; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006240407,0.0002170164,0.0003224668,0.00108669,0.0006446232,0.0002348875,0.001563966,0.0001108869,0.004553436],"category_scores_gemma":[0.002574842,0.0002167679,0.000223223,0.0006881295,0.0003742392,0.001254302,0.0002913842,0.001055671,0.000005557136],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02454251,"about_ca_system_score_gemma":0.009461837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010096,"about_ca_topic_score_gemma":0.0002044944,"domain_scores_codex":[0.9938427,0.002252765,0.001183248,0.0004082352,0.001780191,0.0005328348],"domain_scores_gemma":[0.9931206,0.0007226823,0.0005926409,0.0004321327,0.004927311,0.0002046459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004050311,0.00430836,0.7235347,0.0001530389,0.00008189704,0.00004351006,0.100697,0.001525181,0.00001862879,0.1408517,0.006454047,0.02192682],"study_design_scores_gemma":[0.000373194,0.00007665786,0.1302444,0.00001385589,0.00001897339,0.00001614448,0.2424069,0.000004277552,0.000006764588,0.2237357,0.4029048,0.0001982413],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.757327,0.0001544354,0.00003377132,0.2283949,0.009250488,0.0007724749,0.000006632821,0.00003364054,0.004026662],"genre_scores_gemma":[0.9852907,0.000008568103,0.0002371136,0.0009741939,0.001679214,0.0002518675,0.00001465983,0.00002626852,0.01151738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5932903,"threshold_uncertainty_score":0.9964909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01493793412113456,"score_gpt":0.3703926772502061,"score_spread":0.3554547431290715,"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."}}