{"id":"W3035971456","doi":"10.24908/pceea.vi0.14158","title":"DEVELOPMENT OF “INTRODUCTION TO ENGINEERING” COURSES FOR FIRST YEAR ENGINEERING STUDENTS: A FOCUS ON STUDENT ATTITUDES","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Teamwork; Engineering education; Process (computing); Syllabus; Schedule; Constructive; Medical education; Engineering ethics; Engineering management; Psychology; Computer science; Engineering; Mathematics education; Management; Medicine","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":[0.005410812,0.0005216666,0.0004150751,0.0008040215,0.003215009,0.005296526,0.001843467,0.001424179,0.009012151],"category_scores_gemma":[0.008255713,0.0003907059,0.0004792776,0.0004610548,0.001161765,0.001428764,0.004742759,0.003869163,0.003351661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00309232,"about_ca_system_score_gemma":0.009309116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949599,"about_ca_topic_score_gemma":0.00779564,"domain_scores_codex":[0.997166,0.0005734458,0.00009227062,0.0002960464,0.001276308,0.000595909],"domain_scores_gemma":[0.984937,0.001384219,0.0009317661,0.0003879372,0.00345749,0.008901559],"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":[0.0003201487,0.01812188,0.07247405,0.001151878,0.00002308184,0.001256915,0.1015593,0.0008607322,0.03664666,0.006629327,0.1135009,0.647455],"study_design_scores_gemma":[0.0001254678,0.006277422,0.287083,0.0009418585,0.00003934389,0.00152831,0.09859636,0.001649575,0.02490905,0.003952147,0.5746246,0.000272835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8994347,0.0006776083,0.01217314,0.01196694,0.001621709,0.002251947,0.000296787,0.0008224231,0.0707547],"genre_scores_gemma":[0.8255655,0.001826785,0.04951746,0.01016765,0.0006323563,0.002288514,0.000776265,0.0003271995,0.1088983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009012151,"threshold_uncertainty_score":0.03014868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006937135098534501,"score_gpt":0.2241417532667087,"score_spread":0.2172046181681742,"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."}}