{"id":"W4412870714","doi":"10.24908/pceea.2025.19632","title":"Student Perceptions of \"Tech Stewardship\"","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; York University; University of Manitoba","funders":"Memorial University of Newfoundland; University of Waterloo; York University; Suncor Energy Incorporated","keywords":"Stewardship (theology); Perception; Business; Environmental resource management; Psychology; Environmental planning; Political science; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004772612,0.0002440028,0.0003358072,0.001201631,0.002427735,0.005094484,0.0007389928,0.001199828,0.004359603],"category_scores_gemma":[0.01726178,0.0003027586,0.0003192821,0.0007836975,0.002740978,0.002117999,0.002578483,0.001957883,0.0005578567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001826884,"about_ca_system_score_gemma":0.002718604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01082676,"about_ca_topic_score_gemma":0.01309677,"domain_scores_codex":[0.9956867,0.0011909,0.000287399,0.0002905251,0.001724328,0.0008202387],"domain_scores_gemma":[0.981522,0.005450258,0.003346161,0.0005746055,0.004202974,0.004903972],"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":[0.0001532201,0.001397626,0.6879565,0.0001308164,0.00006459781,0.0004169343,0.2663267,0.0002756773,0.002408459,0.002483722,0.003135542,0.03525015],"study_design_scores_gemma":[0.00002026089,0.0008219449,0.4109187,0.000165633,0.00003971372,0.0003725921,0.5677541,0.001042671,0.001403703,0.00138832,0.0159495,0.0001227614],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964392,0.00004356459,0.0001488961,0.000543529,0.0000101749,0.00001079426,0.00001778951,0.000006082086,0.002779932],"genre_scores_gemma":[0.9987394,0.00008184538,0.0001093683,0.0001814398,0.000003357527,0.000008724323,0.00002531323,0.000002671697,0.0008478821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01082676,"threshold_uncertainty_score":0.0252403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549047105213256,"score_gpt":0.3506874462646225,"score_spread":0.3351969752124899,"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."}}