{"id":"W3180699701","doi":"10.24908/pceea.vi0.14820","title":"FROM CRITICAL THINKING TO REFLECTION TO CITIZEN ENGINEERS","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Transformative learning; Sustainability; Public relations; Engineering ethics; Critical thinking; Context (archaeology); Equity (law); Indigenous; Political science; Sociology; Engineering; Pedagogy; Law; Geography","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":[0.0002489465,0.0002046946,0.0001955753,0.0003649573,0.0001448522,0.000178667,0.0002971473,0.0001609139,0.00009899333],"category_scores_gemma":[0.001862897,0.0002335246,0.00008158003,0.001228067,0.00000506682,0.0001613975,0.00003445417,0.0002703154,0.00006109714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00321127,"about_ca_system_score_gemma":0.0005706561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378094,"about_ca_topic_score_gemma":0.001929397,"domain_scores_codex":[0.9985993,0.000005204492,0.000329128,0.0002508058,0.0004081608,0.0004074151],"domain_scores_gemma":[0.9985456,0.00007077647,0.00005001765,0.000148682,0.0006888066,0.0004960641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004287794,0.0001531439,0.01547274,0.0006870455,0.0004412899,0.00000117074,0.02497954,0.1417507,0.08114175,0.02487171,0.7065189,0.003977675],"study_design_scores_gemma":[0.0004843261,0.00004338373,0.2642977,0.00156995,0.0002074748,0.00002389579,0.005205599,0.01330895,0.1427868,0.001860242,0.567979,0.002232593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9190987,0.0003635627,0.002826791,0.03646544,0.02139896,0.0008852358,0.0001114494,0.00110582,0.01774401],"genre_scores_gemma":[0.9813178,0.000007875553,0.01541457,0.0009200994,0.0005288925,0.0001341822,0.00002229295,0.00007298957,0.001581256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.248825,"threshold_uncertainty_score":0.9522856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005142797259171507,"score_gpt":0.2198843331243058,"score_spread":0.2147415358651343,"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."}}