{"id":"W2106122669","doi":"10.24908/pceea.v0i0.3629","title":"A WORKSHOP ON LEARNING OBJECTIVES FOR ENGINEERING FACULTY MEMBERS","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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Accreditation; Process (computing); Engineering education; Engineering management; Computer science; Medical education; Engineering ethics; Engineering; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003113836,0.0002529366,0.0002046277,0.0003948864,0.0001368226,0.00006725377,0.0002966131,0.0001844657,0.00004258451],"category_scores_gemma":[0.001006059,0.0002594939,0.0001289826,0.0005812884,0.000008660437,0.0001821951,0.00001428837,0.0003516692,0.00001056519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002138278,"about_ca_system_score_gemma":0.0002577621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000488061,"about_ca_topic_score_gemma":0.0004774141,"domain_scores_codex":[0.9987768,0.000003073607,0.0003149404,0.0002109883,0.0002601855,0.0004340308],"domain_scores_gemma":[0.9990928,0.00006645548,0.0001392448,0.0001003986,0.0003619167,0.0002391683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003154573,0.0006087544,0.07146506,0.003675625,0.001921666,4.829894e-7,0.05075062,0.5419497,0.01147107,0.08219821,0.2218969,0.01403027],"study_design_scores_gemma":[0.001172235,0.0001099304,0.365355,0.001639074,0.0002419154,0.00001235604,0.004443218,0.1262412,0.03472668,0.0002827371,0.4632606,0.002515165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9298145,0.0004021324,0.001413504,0.001817027,0.01437543,0.002617379,0.00009059806,0.00208747,0.04738194],"genre_scores_gemma":[0.9922403,0.00001661852,0.004825045,0.00007089174,0.0001771083,0.0003111552,0.00001868932,0.00008879947,0.002251439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4157086,"threshold_uncertainty_score":0.9999858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189192564580341,"score_gpt":0.2091804909603793,"score_spread":0.1972885653145759,"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."}}