{"id":"W2109291969","doi":"10.24908/pceea.v0i0.3611","title":"Employing Co-op Employer Evaluations to Assess Outcomes","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Accreditation; Work (physics); Presentation (obstetrics); Engineering education; Process (computing); Term (time); Medical education; Work in process; Higher education; Computer science; Engineering management; Psychology; Engineering; Political science; Operations management; Medicine; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004428615,0.0002338991,0.000217978,0.0005048707,0.0001529307,0.00008984505,0.0004108011,0.0001466087,0.0001898611],"category_scores_gemma":[0.0009272666,0.0002347584,0.0001009568,0.0007475875,0.000008847594,0.0002380173,0.00002121538,0.000238166,0.00007941204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002444273,"about_ca_system_score_gemma":0.0006058388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001372465,"about_ca_topic_score_gemma":0.001559098,"domain_scores_codex":[0.9985594,0.000005741886,0.0003993389,0.0001990002,0.0004189106,0.0004175716],"domain_scores_gemma":[0.9986819,0.00004007314,0.0001227811,0.0001621986,0.0005370398,0.0004560069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002042938,0.0001974179,0.7165866,0.0004959725,0.0005022487,1.782806e-7,0.01360144,0.01251478,0.005987871,0.01519662,0.2326588,0.002255988],"study_design_scores_gemma":[0.0001512191,0.00001133046,0.9522747,0.0001394659,0.00005878535,0.000002737206,0.0004476217,0.001270056,0.008496878,0.0001338051,0.03652217,0.0004912707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947338,0.00009668196,0.0004688015,0.002495436,0.007183893,0.001202371,0.00005155822,0.0008296026,0.04033368],"genre_scores_gemma":[0.9915011,0.000006207483,0.005560182,0.0003614204,0.0001044891,0.0002536162,0.00001075711,0.00007452327,0.002127696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2356881,"threshold_uncertainty_score":0.9573168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03082266837776741,"score_gpt":0.264600933826058,"score_spread":0.2337782654482906,"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."}}