{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01783636,0.0007784234,0.0002673844,0.00169992,0.005962437,0.008043339,0.001919219,0.001895232,0.004597556],"category_scores_gemma":[0.0208434,0.0006961523,0.0005218716,0.000870542,0.02230338,0.009646987,0.01277243,0.003295671,0.0008016236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005218786,"about_ca_system_score_gemma":0.010291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004266135,"about_ca_topic_score_gemma":0.008780926,"domain_scores_codex":[0.9778334,0.01855472,0.0003811385,0.0008689853,0.001496324,0.0008653433],"domain_scores_gemma":[0.981337,0.01334442,0.0009976375,0.001616255,0.001095482,0.001609243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008047445,0.0005901862,0.0103786,0.000526975,0.00002627457,0.0005449088,0.4684759,0.002303853,0.004145082,0.3396769,0.003527737,0.1697231],"study_design_scores_gemma":[0.00009024491,0.0009089574,0.006661861,0.001760307,0.00009839183,0.001237445,0.2800281,0.01201052,0.007668942,0.3362592,0.3531115,0.0001645418],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.229897,0.001242582,0.57601,0.02556282,0.0003740353,0.0006284185,0.00006216297,0.0008244779,0.1653986],"genre_scores_gemma":[0.8395486,0.0004710183,0.1533908,0.0008466549,0.00002330564,0.0002972281,0.00003509484,0.0001085009,0.005278801],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9940376,"threshold_uncertainty_score":0.09432882,"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."}}