{"id":"W2169096544","doi":"10.1108/14676370310485401","title":"SEEDing sustainability","year":2003,"lang":"en","type":"article","venue":"International Journal of Sustainability in Higher Education","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Sustainability; Process (computing); Subject matter; Environmental education; Project-based learning; Teaching method; Subject (documents); Engineering ethics; Engineering; Sociology; Engineering management; Pedagogy; Computer science; Ecology; Curriculum","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005520024,0.0002077679,0.0003095204,0.0008618316,0.000195734,0.000231795,0.0008767341,0.0002193471,0.00107497],"category_scores_gemma":[0.01308051,0.0002239379,0.0002020174,0.0009755869,0.0004783637,0.001430744,0.0000468265,0.0004995277,0.000005185327],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01564285,"about_ca_system_score_gemma":0.01407583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001461763,"about_ca_topic_score_gemma":0.0001281192,"domain_scores_codex":[0.9955733,0.001191272,0.001139518,0.000341355,0.001229498,0.0005250869],"domain_scores_gemma":[0.986008,0.0007334183,0.0004640036,0.0003525878,0.01218364,0.0002583115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001100467,0.001708789,0.4875024,0.00008235041,0.00004181584,0.00001770305,0.02304356,0.000391532,0.00001338012,0.4785162,0.001428678,0.007143566],"study_design_scores_gemma":[0.00045169,0.00005376635,0.1644269,0.00003357413,0.00001881772,0.00001458575,0.09994932,0.000001272169,0.00005833891,0.3826897,0.3520976,0.0002043706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8923947,0.0003818054,0.0001424597,0.08047472,0.0111863,0.000837101,0.000001408022,0.00003968518,0.01454184],"genre_scores_gemma":[0.9946079,0.00003933592,0.0005433494,0.0002993088,0.001167516,0.00006304189,0.000003543723,0.0000192169,0.003256811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3506689,"threshold_uncertainty_score":0.9998382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845246427872529,"score_gpt":0.3983932164406419,"score_spread":0.3699407521619166,"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."}}