{"id":"W3038028207","doi":"10.24908/pceea.vi0.14216","title":"SELF PERCEPTIONS OF STUDENTS’ HUMANITIES-BASED SKILLS IN AN ENGINEERING PROGRAM: OVERVIEW OF A LONGITUDINAL STUDY’S FIRST TWO YEARS (2017-2019)","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Likert scale; Accreditation; Longitudinal study; Teamwork; Engineering education; Medical education; Test (biology); Psychology; Perception; Mathematics education; Engineering; Engineering management; Management; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.006468299,0.000388492,0.0006639814,0.002772483,0.002309479,0.002209185,0.0006308357,0.0007523402,0.00159607],"category_scores_gemma":[0.007206751,0.0005142346,0.001009313,0.001946943,0.0008536645,0.001891272,0.002413247,0.002355749,0.001076625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001748347,"about_ca_system_score_gemma":0.00318946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02209979,"about_ca_topic_score_gemma":0.02893222,"domain_scores_codex":[0.998108,0.0003636797,0.0001394592,0.0002080465,0.0006883536,0.0004924473],"domain_scores_gemma":[0.9917477,0.0006712141,0.001295702,0.0004468469,0.00395558,0.001882915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002145448,0.001560695,0.9540249,0.0000611546,0.00005844196,0.0002256175,0.01890828,0.00007883937,0.0005326809,0.0002591419,0.001896809,0.02217902],"study_design_scores_gemma":[0.000006568446,0.0008713703,0.9691936,0.00007393048,0.00002042862,0.0001675846,0.023204,0.0001560646,0.0005804453,0.00008521779,0.005599835,0.00004089422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970281,0.0001675881,0.0003268795,0.0002141973,0.00004583234,0.0001466373,0.00087015,0.00001347866,0.0011873],"genre_scores_gemma":[0.9921356,0.0003054206,0.0006535467,0.0001452723,0.00003791262,0.0006626482,0.003118309,0.00001669213,0.002924453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02209979,"threshold_uncertainty_score":0.04394233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765622211872951,"score_gpt":0.2709443217916653,"score_spread":0.2532880996729358,"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."}}