{"id":"W2602049327","doi":"10.24908/pceea.v0i0.6527","title":"PREREQUISITE EVALUATION OF ENGINEERING SKILLS","year":2017,"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":"Université de Moncton","funders":"Université de Moncton","keywords":"Accreditation; Set (abstract data type); Mathematics education; Computer science; Engineering education; Psychology; Engineering management; Engineering; Medical education; Programming language","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":[0.002064244,0.000353413,0.0003570253,0.001703003,0.0005695079,0.00086512,0.0009051451,0.0004314999,0.008541907],"category_scores_gemma":[0.0232368,0.000129109,0.0003006307,0.000894579,0.0002775003,0.0007726494,0.001051326,0.0006078798,0.001347623],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001381051,"about_ca_system_score_gemma":0.002219545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008207317,"about_ca_topic_score_gemma":0.02281691,"domain_scores_codex":[0.998005,0.0003434077,0.0001869984,0.000253161,0.0009739433,0.0002375247],"domain_scores_gemma":[0.9824061,0.006641931,0.001499323,0.0009467102,0.006809881,0.00169611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001020738,0.003792596,0.5757771,0.0006411668,0.00004132672,0.0004719788,0.005171926,0.005625416,0.02908222,0.002408117,0.004450749,0.3715166],"study_design_scores_gemma":[0.00001785589,0.001416226,0.9751306,0.00006358439,0.00001239642,0.0002769904,0.001621135,0.003836903,0.01197782,0.0007847908,0.00482471,0.00003688176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753772,0.0001320353,0.00325688,0.00008638865,0.00002007322,0.0003161849,0.0006896143,0.0000766839,0.02004494],"genre_scores_gemma":[0.9906749,0.0001038301,0.003538003,0.00002435194,0.00000399813,0.0001756163,0.00111142,0.00001101034,0.004356902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998619,"threshold_uncertainty_score":0.02857554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006356701727796033,"score_gpt":0.2189557954988122,"score_spread":0.2125990937710162,"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."}}