{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002949783,0.0002065165,0.0002002538,0.0002382934,0.00007943167,0.0001048487,0.0001521814,0.0001200183,0.000007450621],"category_scores_gemma":[0.0008375791,0.0002065582,0.00003181389,0.0006382322,0.00001057295,0.0002157897,0.00002608229,0.000350447,0.000002315976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007488741,"about_ca_system_score_gemma":0.0002662468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004549607,"about_ca_topic_score_gemma":0.000311178,"domain_scores_codex":[0.9989722,0.00000471145,0.0003336156,0.0002138567,0.0001710604,0.0003045949],"domain_scores_gemma":[0.9993337,0.00005709336,0.0001172791,0.00005595329,0.0001696636,0.0002662964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003632025,0.0001283761,0.7245224,0.00427159,0.0006749331,0.000001278672,0.0511052,0.136816,0.05015856,0.01960543,0.008895333,0.00381733],"study_design_scores_gemma":[0.0003676601,0.00002346281,0.7097834,0.0004534052,0.00004837008,0.00001825939,0.0016996,0.2668291,0.007579356,0.00008914238,0.01237212,0.0007360995],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933581,0.0005071411,0.0001563501,0.00402978,0.0006341407,0.0003753448,0.00000518974,0.0003378499,0.0005961216],"genre_scores_gemma":[0.9985895,0.00007858564,0.0009480914,0.0001097101,0.00007335417,0.0000491498,0.000003312417,0.00004037364,0.0001078902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1300131,"threshold_uncertainty_score":0.84232,"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."}}