{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000903326,0.0002054645,0.0002237534,0.0003262848,0.0001737953,0.0001355716,0.0005803831,0.000170417,0.00005742319],"category_scores_gemma":[0.001700363,0.0002155238,0.0001054135,0.0002756136,0.00001620497,0.0003523082,0.00003381776,0.0002235532,0.000009733207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002289814,"about_ca_system_score_gemma":0.0005875864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009735851,"about_ca_topic_score_gemma":0.0006703258,"domain_scores_codex":[0.9984501,0.000004502016,0.0004088175,0.0001697354,0.0006418108,0.000325027],"domain_scores_gemma":[0.998112,0.0000297865,0.0003515937,0.0002833445,0.001029489,0.0001937897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000003020698,0.0004161944,0.3877807,0.003413717,0.001265171,1.963342e-7,0.007158082,0.4055787,0.05316969,0.02754762,0.09674067,0.01692619],"study_design_scores_gemma":[0.0003609371,0.000008866271,0.8954151,0.0004855212,0.0001447146,0.000003303209,0.0001106939,0.06215271,0.02376679,0.0001213398,0.01697769,0.0004523421],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98058,0.0002876341,0.00005439514,0.0008334072,0.005270334,0.0006460224,0.00002769083,0.0001863766,0.01211419],"genre_scores_gemma":[0.9977033,0.00002062314,0.00128712,0.00002295829,0.0001650903,0.000103597,0.00000791392,0.00005052804,0.0006388375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5076344,"threshold_uncertainty_score":0.8788804,"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."}}