{"id":"W1888584889","doi":"10.24908/pceea.v0i0.4670","title":"External Assessment of Engineering Programs","year":2012,"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 Manitoba","funders":"","keywords":"Strengths and weaknesses; Accreditation; Workforce; Creativity; Process (computing); Work (physics); Best practice; Class (philosophy); Quality (philosophy); Engineering education; Engineering; Engineering management; Medical education; Computer science; Psychology; Management; Political science; Medicine; Mechanical engineering; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02997137,0.0006105778,0.0005500807,0.008718219,0.002710434,0.004521571,0.001543189,0.0005772972,0.01512693],"category_scores_gemma":[0.08375803,0.000240722,0.0004694652,0.004274562,0.001208157,0.001953148,0.006133033,0.001494261,0.003289395],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005370453,"about_ca_system_score_gemma":0.008043404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004727108,"about_ca_topic_score_gemma":0.01248858,"domain_scores_codex":[0.9659344,0.01012004,0.001800236,0.002154938,0.01768391,0.00230645],"domain_scores_gemma":[0.8472173,0.02012114,0.008991253,0.005631057,0.1066607,0.0113785],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003757615,0.002306897,0.2660402,0.00064858,0.00005100334,0.0002587689,0.0245256,0.0007696237,0.003268634,0.005412354,0.03933362,0.6570091],"study_design_scores_gemma":[0.00005293522,0.001587247,0.6874917,0.0008060915,0.00005869199,0.0002191285,0.03482701,0.00209392,0.006192323,0.001948773,0.2646034,0.0001188755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5829139,0.000524935,0.01225642,0.002697529,0.0007820662,0.002753448,0.001466827,0.0007960701,0.3958088],"genre_scores_gemma":[0.8767859,0.0006297674,0.009160738,0.001041448,0.0003134021,0.001628866,0.003668103,0.0004993657,0.1062725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9946296,"threshold_uncertainty_score":0.1585057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005136484965603175,"score_gpt":0.20703280213429,"score_spread":0.2018963171686868,"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."}}