{"id":"W3036319473","doi":"10.24908/pceea.vi0.14187","title":"ENGINEERING UNDERGRADUATES AND THEIR SELF-REPORTED CONFIDENCE AND PROFICIENCY LEVELS IN LIFELONG LEARNING (A12)","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":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Capstone; Lifelong learning; Teamwork; Competence (human resources); Communication skills; Medical education; Psychology; Capstone course; Mathematics education; Pedagogy; Curriculum; Computer science; Medicine; Management","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":[0.002433882,0.0003090562,0.000335014,0.001677694,0.0004989433,0.002368727,0.0004255934,0.001132725,0.003633591],"category_scores_gemma":[0.01191883,0.0003148615,0.0004427141,0.0007000033,0.0006201031,0.0008955917,0.00124137,0.001593292,0.001431117],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002846379,"about_ca_system_score_gemma":0.0003072913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001658567,"about_ca_topic_score_gemma":0.002073076,"domain_scores_codex":[0.9985845,0.0002620557,0.000217298,0.0001392227,0.0005197108,0.0002772425],"domain_scores_gemma":[0.9811484,0.002816482,0.005671314,0.0007638782,0.003093226,0.006506686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003829355,0.0005491404,0.9932262,0.00001431801,0.00003047923,0.00005777375,0.001019489,0.0000574262,0.0003443563,0.00004598729,0.0003347956,0.004281711],"study_design_scores_gemma":[0.000006016607,0.0004174498,0.9965447,0.00001340572,0.000009053048,0.0001157179,0.001941144,0.000231064,0.0001482586,0.00005718859,0.0005016021,0.00001448907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985682,0.00007642113,0.00006755824,0.0001045479,0.00001216464,0.00001060238,0.00008727592,0.000008852066,0.00106433],"genre_scores_gemma":[0.9987924,0.00006147825,0.00008290954,0.00004988556,0.00001041482,0.0000115878,0.0001385845,0.000002282544,0.0008504689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9997154,"threshold_uncertainty_score":0.01287174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006636334478117189,"score_gpt":0.1751578487071626,"score_spread":0.1685215142290454,"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."}}