{"id":"W3002964367","doi":"10.24908/pceea.vi0.13750","title":"CLIENT-BASED CORNERSTONE DESIGN PROJECTS","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cornerstone; Multidisciplinary approach; Flexibility (engineering); Engineering design process; Work (physics); Process (computing); Indigenous; Engineering management; Best practice; Medical education; Computer science; Engineering; Medicine; Sociology; Management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.009721591,0.001126005,0.0006245277,0.001319909,0.006783641,0.004378188,0.00390746,0.002326054,0.03827519],"category_scores_gemma":[0.0146723,0.001062156,0.0007009889,0.001744405,0.001825369,0.001545993,0.005841306,0.002654113,0.009683112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006202106,"about_ca_system_score_gemma":0.01175759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009033579,"about_ca_topic_score_gemma":0.03717977,"domain_scores_codex":[0.9903171,0.004283824,0.0004086491,0.0008293578,0.00289007,0.001270899],"domain_scores_gemma":[0.9818529,0.003058865,0.0005726078,0.002934321,0.00593208,0.005649141],"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":[0.001083836,0.006254424,0.0166118,0.001562951,0.00009751028,0.003605659,0.09416887,0.008025944,0.02845248,0.02313523,0.1421724,0.6748289],"study_design_scores_gemma":[0.0002950773,0.004642653,0.01670034,0.0007020236,0.00006691397,0.003762156,0.0688401,0.0110037,0.03049528,0.009744811,0.85348,0.0002669745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4694109,0.000887571,0.2477395,0.005305038,0.0006729331,0.01331023,0.001636238,0.004919461,0.2561181],"genre_scores_gemma":[0.5425385,0.0008765391,0.2516083,0.0006209331,0.00005291967,0.005529083,0.001159733,0.0009802431,0.1966338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03827519,"threshold_uncertainty_score":0.1280432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006108320976691949,"score_gpt":0.1711209683442671,"score_spread":0.1650126473675751,"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."}}