{"id":"W2139732628","doi":"10.24908/pceea.v0i0.3911","title":"ALUMNI/AE SURVEYS AS TOOLS FOR DIRECTING CHANGE IN ENGINEERING CURRICULUM","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Curriculum; Set (abstract data type); Medical education; Engine department; Survey research; Engineering; Engineering management; Psychology; Pedagogy; Computer science; Medicine; Applied psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08234484,0.0007478277,0.0005655233,0.008216436,0.001534942,0.002534968,0.001312712,0.0008165976,0.00488943],"category_scores_gemma":[0.11074,0.0006903658,0.0004131022,0.004763595,0.0005140256,0.002897224,0.002536546,0.001640574,0.001848797],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00252942,"about_ca_system_score_gemma":0.006758158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005043885,"about_ca_topic_score_gemma":0.01959264,"domain_scores_codex":[0.9536734,0.03537507,0.003645034,0.0008288489,0.00512329,0.001354361],"domain_scores_gemma":[0.8341109,0.0822496,0.02189783,0.009643602,0.04412006,0.007978089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006675321,0.004463388,0.225024,0.001332384,0.00008168676,0.0001215789,0.02068393,0.001143943,0.005345041,0.003108195,0.04844168,0.6895866],"study_design_scores_gemma":[0.0006794248,0.009463447,0.7902752,0.001169427,0.0001445567,0.0001485732,0.03414696,0.008237216,0.01245666,0.002707461,0.1401766,0.0003945298],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8179607,0.001297254,0.05837616,0.005192711,0.001344639,0.02876299,0.004064308,0.003290379,0.07971074],"genre_scores_gemma":[0.7470058,0.001267238,0.1950446,0.002633337,0.0004456205,0.02577889,0.002849021,0.0002963085,0.02467921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9974706,"threshold_uncertainty_score":0.4354864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01816440158520917,"score_gpt":0.2153156148705528,"score_spread":0.1971512132853436,"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."}}