{"id":"W2887248523","doi":"10.24908/pceea.v0i0.7332","title":"LESSONS FROM ENGINEERING PHILOSOPHY","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Curiosity; Component (thermodynamics); Process (computing); Negotiation; Field (mathematics); Computer science; Service (business); Engineering ethics; Work (physics); Teamwork; Engineering education; Engineering; Engineering management; Psychology; Sociology; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.002143644,0.0006791331,0.0005072083,0.001074295,0.00273297,0.003949835,0.001300651,0.002848395,0.0138194],"category_scores_gemma":[0.003437681,0.0002203997,0.0004876298,0.0007418816,0.01509174,0.006882979,0.002926704,0.008628448,0.004228898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003781527,"about_ca_system_score_gemma":0.002233188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003739662,"about_ca_topic_score_gemma":0.005408288,"domain_scores_codex":[0.9987246,0.0005555315,0.00005125963,0.0001775398,0.0003897599,0.0001012156],"domain_scores_gemma":[0.9984485,0.0009079343,0.00004708898,0.0001191465,0.0002823448,0.0001949139],"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":[0.00001461176,0.000046184,0.000235505,0.0001952079,0.000006899818,0.0002109027,0.003732328,0.0004502661,0.00009874447,0.8734879,0.08140598,0.0401154],"study_design_scores_gemma":[0.000007092875,0.00001425599,0.0001345119,0.0003268407,0.000001357594,0.0002061163,0.001234678,0.0001524495,0.00005444178,0.5206448,0.4772172,0.000006262461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005473417,0.07758315,0.03583167,0.370376,0.01012346,0.00006465187,0.0001920342,0.0001931308,0.5001625],"genre_scores_gemma":[0.3862711,0.118583,0.04369489,0.1445055,0.01360166,0.0003090983,0.0003161111,0.0004722631,0.2922463],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0138194,"threshold_uncertainty_score":0.04623049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009112092885098483,"score_gpt":0.2058293413849905,"score_spread":0.196717248499892,"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."}}