{"id":"W1927937181","doi":"10.24908/pceea.v0i0.3786","title":"CANADIAN ENGINEERS MISSING LEAN THINKING","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lean manufacturing; Lean project management; Agile software development; Process (computing); Rework; Lean IT; Value stream mapping; Business; Design thinking; Process management; Operations management; Manufacturing engineering; Engineering; Marketing; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01047479,0.002112361,0.0008986471,0.003239837,0.02797046,0.01497056,0.003158965,0.006127208,0.0884085],"category_scores_gemma":[0.0262697,0.001202754,0.001419863,0.004485993,0.01084424,0.005988914,0.007538913,0.01312666,0.02498057],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1321268,"about_ca_system_score_gemma":0.2892243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9316105,"about_ca_topic_score_gemma":0.9689788,"domain_scores_codex":[0.9748618,0.002374195,0.0006173602,0.002340327,0.0145847,0.005221613],"domain_scores_gemma":[0.9328265,0.003523748,0.0007636685,0.001865857,0.0444209,0.01659937],"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":[0.00004590854,0.00003424542,0.0005390217,0.0001811104,0.00001348588,0.00021315,0.001903924,0.0001690417,0.0004668796,0.04287107,0.9066422,0.04692002],"study_design_scores_gemma":[0.000008806504,0.00001130476,0.0005722599,0.0001524167,0.000007721771,0.00007560184,0.001390479,0.00008393194,0.000162699,0.003298606,0.9941962,0.00004010729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005191273,0.0176915,0.006335341,0.5309682,0.0339111,0.000220473,0.001916126,0.001168956,0.402597],"genre_scores_gemma":[0.05744605,0.02141766,0.01949141,0.1400253,0.002354099,0.0001790258,0.001628484,0.001198546,0.7562595],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9316105,"threshold_uncertainty_score":0.9586512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222376646204845,"score_gpt":0.183141593043354,"score_spread":0.1709178265813055,"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."}}