{"id":"W3036222636","doi":"10.24908/pceea.vi0.14209","title":"WHO YOU ARE AND HOW YOU WORK: EMBEDDING POSITIONALITY IN ENGINEERING DESIGN","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Reflexivity; Empathy; Engineering ethics; Engineering education; Work (physics); Sociology; Pedagogy; Engineering; Engineering management; Psychology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003541339,0.0002380734,0.0002446016,0.0002894412,0.00007609121,0.000155228,0.0002368544,0.0001679113,0.00001487547],"category_scores_gemma":[0.0007801466,0.0002648458,0.00005832142,0.000941033,0.000009636033,0.0002791654,0.00002607937,0.0003514879,0.000004175702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001704999,"about_ca_system_score_gemma":0.0002164041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001755403,"about_ca_topic_score_gemma":0.0001228464,"domain_scores_codex":[0.9988196,0.000006657309,0.0002723153,0.0002323762,0.0002873275,0.0003816786],"domain_scores_gemma":[0.9991788,0.00004954289,0.0001343867,0.00007955882,0.0002195285,0.0003382281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000008403566,0.00009863683,0.3205999,0.002668731,0.0003422847,0.000001184741,0.0101085,0.5514597,0.006901692,0.006565073,0.09953112,0.001714744],"study_design_scores_gemma":[0.0004883009,0.00001726717,0.7732711,0.0009874126,0.00006028533,0.000007911944,0.0009578422,0.1936264,0.003986295,0.00004910448,0.02554723,0.00100087],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455446,0.001283963,0.002844555,0.04349387,0.003325773,0.001362955,0.00005332373,0.0008079511,0.001282998],"genre_scores_gemma":[0.9954221,0.00003472095,0.003695045,0.0002317274,0.0001739322,0.00008789074,0.000007792502,0.00005744254,0.0002893381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4526712,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009006458027928769,"score_gpt":0.1882901909769444,"score_spread":0.1792837329490156,"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."}}