{"id":"W80173335","doi":"10.24908/pceea.v0i0.3906","title":"DESIGN IN CHEMICAL ENGINEERING: WHAT ARE THE PERSPECTIVES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Capstone; Curriculum; Engineering education; Engineering ethics; Engineering design process; Engineering management; Computer science; Engineering; Mechanical engineering; Pedagogy; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02266918,0.001397924,0.001954477,0.003304179,0.002919584,0.01096826,0.002894964,0.008091705,0.007214226],"category_scores_gemma":[0.01951833,0.0007120791,0.001232622,0.004670315,0.01230387,0.01745516,0.003378922,0.01153407,0.002517286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007775009,"about_ca_system_score_gemma":0.01084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01255236,"about_ca_topic_score_gemma":0.01504608,"domain_scores_codex":[0.9869825,0.007648784,0.000519445,0.0008290847,0.003277641,0.0007426486],"domain_scores_gemma":[0.9564031,0.02240706,0.001401937,0.001489671,0.01382438,0.004473771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002624404,0.0003141045,0.002144056,0.01004518,0.0001709096,0.0002800187,0.001803678,0.003043241,0.0005215314,0.3981912,0.1689477,0.4142759],"study_design_scores_gemma":[0.00006592796,0.000155524,0.0008715726,0.008457656,0.00005408315,0.0002738351,0.003969223,0.001182651,0.0002273915,0.218977,0.7657003,0.00006476943],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0007980327,0.7198939,0.003425429,0.252788,0.008388861,0.0000133155,0.00006004014,0.00003212816,0.0146003],"genre_scores_gemma":[0.03410664,0.8966857,0.005008673,0.04218915,0.01733954,0.00005226236,0.00006311991,0.00005027858,0.004504684],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02266918,"threshold_uncertainty_score":0.1198875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009217835734960633,"score_gpt":0.1788968522940336,"score_spread":0.1696790165590729,"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."}}