{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003609683,0.0002370206,0.0002287432,0.0004868668,0.00006717304,0.0001215558,0.0005321431,0.0002043503,0.00006430159],"category_scores_gemma":[0.0003435622,0.0002418606,0.00009809273,0.00085787,0.000005833594,0.0002578082,0.00004554525,0.000332562,0.0001118514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002347202,"about_ca_system_score_gemma":0.000182517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008809688,"about_ca_topic_score_gemma":0.0002779818,"domain_scores_codex":[0.9983853,0.000002361001,0.0003388542,0.0002295188,0.0005457319,0.0004982691],"domain_scores_gemma":[0.9990839,0.00003812708,0.00008598648,0.0001719261,0.0002312413,0.0003887588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00001038118,0.0003189004,0.262645,0.006904049,0.0009708471,5.057927e-7,0.007924587,0.3915326,0.0974261,0.02011773,0.2079185,0.004230787],"study_design_scores_gemma":[0.0006727916,0.00006276075,0.6490793,0.001599995,0.0001152733,0.000011147,0.0005494619,0.06857166,0.01269874,0.0001174656,0.2649529,0.001568548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985421,0.0001663831,0.0001054785,0.002134103,0.007407992,0.0006188527,0.00002057068,0.0003738363,0.00375177],"genre_scores_gemma":[0.9966118,0.00001569997,0.0007464556,0.0001587663,0.000335894,0.00007892043,0.000008560902,0.00007747139,0.001966389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3864343,"threshold_uncertainty_score":0.9862788,"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."}}