{"id":"W3001792096","doi":"10.24908/pceea.vi0.13874","title":"CHALLENGING STUDENTS TO REDISCOVER ENGINEERING","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Creativity; Session (web analytics); Experiential learning; Engineering education; Entrepreneurship; Point (geometry); Psychology; Work (physics); Dimension (graph theory); Mathematics education; Engineering; Pedagogy; Computer science; Engineering management; Political science; Mathematics; Mechanical engineering; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001929488,0.00157717,0.0006478661,0.0009636254,0.003758398,0.01043546,0.002296438,0.003141248,0.01913263],"category_scores_gemma":[0.0084065,0.0004924965,0.0008791814,0.0004919471,0.002404241,0.002558694,0.008620542,0.005138609,0.01145304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001920869,"about_ca_system_score_gemma":0.004916108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830414,"about_ca_topic_score_gemma":0.00596907,"domain_scores_codex":[0.9970397,0.0005510714,0.00009362533,0.0003303611,0.001117409,0.0008678185],"domain_scores_gemma":[0.9922323,0.0005352288,0.0004876275,0.0004220825,0.001287847,0.005034813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000468979,0.008261551,0.02433163,0.000736178,0.0000783366,0.002350253,0.0472982,0.003572222,0.02853452,0.04522186,0.4515273,0.387619],"study_design_scores_gemma":[0.00008908993,0.001228695,0.009450472,0.0004031659,0.00004264756,0.002628262,0.03631342,0.003883048,0.01467928,0.04194579,0.889123,0.0002131217],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5505485,0.001652915,0.04656207,0.04728017,0.004555655,0.001408264,0.0004572995,0.003803364,0.3437317],"genre_scores_gemma":[0.6696952,0.00168953,0.02618654,0.01673773,0.0005694799,0.0006330954,0.0005718681,0.0005180582,0.2833986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01913263,"threshold_uncertainty_score":0.06400508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002479740522469151,"score_gpt":0.1801035102946239,"score_spread":0.1776237697721548,"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."}}