{"id":"W3177270739","doi":"10.24908/pceea.vi0.14925","title":"NEW SUSTAINABLE SYSTEMS ENGINEERING PROGRAM PROPOSAL – MINDSET AND DEVELOPMENT","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mindset; Sustainability; Engineering ethics; Systems thinking; Sustainable development; Engineering education; Engineering; Sustainability science; Engineering management; Order (exchange); Sustainability organizations; Business; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008917311,0.0001331603,0.0001510147,0.0002143026,0.0004053403,0.0004135696,0.000225912,0.0001782486,0.00002535187],"category_scores_gemma":[0.00339739,0.0001482344,0.00003729594,0.0007992356,0.00002179749,0.0003437197,0.00003664963,0.0001800713,0.000003187789],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006286367,"about_ca_system_score_gemma":0.01270391,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03755948,"about_ca_topic_score_gemma":0.01109092,"domain_scores_codex":[0.9985304,0.00001676447,0.0002792555,0.0002266271,0.0004466528,0.000500242],"domain_scores_gemma":[0.9976572,0.00007122074,0.0002148152,0.00009153788,0.001596036,0.0003691402],"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":[0.000004694592,0.0003315487,0.3826393,0.002596514,0.0002859101,0.000001234107,0.09882227,0.001916454,0.0005712252,0.411126,0.09109686,0.01060798],"study_design_scores_gemma":[0.0001403246,0.00001039395,0.107432,0.0001299491,0.00003491552,0.000003406415,0.02491137,0.000226643,0.0008869302,0.0002174061,0.8657063,0.000300417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508467,0.001029303,0.00006211116,0.03100094,0.005229838,0.002971315,0.000007767825,0.000393669,0.008458312],"genre_scores_gemma":[0.9651946,0.000009985784,0.008796879,0.00005697801,0.0004655427,0.0002283499,0.0000116472,0.00003142358,0.02520458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7746094,"threshold_uncertainty_score":0.9975283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005435908980413826,"score_gpt":0.2395669264015902,"score_spread":0.2341310174211764,"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."}}