{"id":"W1855546255","doi":"10.24908/pceea.v0i0.3587","title":"What can our students do: Year 2 of graduate attribute assessment at Queen's University","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":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Queen (butterfly); Graduate students; Medical education; Psychology; Mathematics education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002931597,0.0001666367,0.0001840629,0.0002860121,0.00008623997,0.00005562826,0.0003998464,0.0001160952,0.00003098897],"category_scores_gemma":[0.00009211058,0.00018169,0.00008256072,0.0005117683,0.000008317625,0.0002479556,0.00004400371,0.0001959358,0.000007778575],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004033175,"about_ca_system_score_gemma":0.0003821118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002351735,"about_ca_topic_score_gemma":0.001112608,"domain_scores_codex":[0.998896,0.000005940557,0.0002595531,0.0001519662,0.0004076818,0.000278868],"domain_scores_gemma":[0.9990184,0.0000119063,0.0001841514,0.0001213454,0.0004482598,0.0002159581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004478848,0.0002513262,0.866766,0.0008401931,0.0006333845,4.631509e-7,0.01298052,0.004145153,0.001732128,0.008877447,0.1032871,0.0004817803],"study_design_scores_gemma":[0.0002428396,0.00001263485,0.9806262,0.0002550708,0.00006313658,0.000001397193,0.004448544,0.0002970316,0.00444896,0.00003096862,0.009255578,0.0003176951],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924636,0.00003484841,0.0000206444,0.000947462,0.003935347,0.0003270338,0.0000346997,0.000132045,0.002104267],"genre_scores_gemma":[0.9959345,0.00008904283,0.001028635,0.00002851525,0.00005336081,0.00001415303,0.00001270221,0.00003347438,0.002805658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1138601,"threshold_uncertainty_score":0.9997902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01185252003902085,"score_gpt":0.2119677080133354,"score_spread":0.2001151879743145,"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."}}