{"id":"W3174475334","doi":"10.24908/pceea.vi0.14912","title":"IMPLEMENTING COMPETENCY-BASED ASSESSMENT IN A FIRST YEAR ENGINEERING DESIGN COURSE","year":2021,"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":"Queen's University","funders":"","keywords":"Grading (engineering); Flexibility (engineering); Competence (human resources); Scheme (mathematics); Course (navigation); Computer science; Engineering management; Medical education; Engineering; Psychology; 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":[0.01011875,0.0004856629,0.0004133823,0.0007610074,0.001430436,0.002819671,0.001866821,0.001078523,0.002053423],"category_scores_gemma":[0.01785946,0.0004170068,0.0003477976,0.0005644366,0.0005401429,0.0008748644,0.00159412,0.001632194,0.001445633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003728228,"about_ca_system_score_gemma":0.01041373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01127763,"about_ca_topic_score_gemma":0.03002932,"domain_scores_codex":[0.9942913,0.002126512,0.0003282946,0.0006517895,0.001826688,0.0007753907],"domain_scores_gemma":[0.9887616,0.002962855,0.0007727097,0.0008849074,0.004314124,0.002303786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003833696,0.01389069,0.03315816,0.0002107904,0.00002316961,0.0003070111,0.005332535,0.01068684,0.03367428,0.001903876,0.007510834,0.8929185],"study_design_scores_gemma":[0.000912834,0.05012169,0.4550919,0.001079477,0.0001346557,0.001612697,0.01257089,0.09377642,0.1755755,0.00777156,0.2004113,0.0009411617],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8904513,0.0001248769,0.07306934,0.001080805,0.0002066656,0.004391167,0.0001493405,0.001404916,0.02912157],"genre_scores_gemma":[0.6327613,0.0001407252,0.3470623,0.000394972,0.00003436341,0.000809082,0.0003029239,0.00007725665,0.01841705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127763,"threshold_uncertainty_score":0.05351371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005406312357941047,"score_gpt":0.2107794604461314,"score_spread":0.2053731480881904,"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."}}