{"id":"W1926629023","doi":"10.24908/pceea.v0i0.4902","title":"Engineering Education Research and Development at Queen’s University","year":2013,"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":"","funders":"","keywords":"Outreach; Engineering education; Multidisciplinary approach; Higher education; Process (computing); Engineering; Engineering ethics; Pedagogy; Medical education; Engineering management; Psychology; Sociology; Computer science; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00637444,0.0005002774,0.000689216,0.001693415,0.006522663,0.01235176,0.001250433,0.002372796,0.06837378],"category_scores_gemma":[0.008804461,0.000706482,0.0005238329,0.001566807,0.003290792,0.002075536,0.005021724,0.003533392,0.02290923],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02001251,"about_ca_system_score_gemma":0.09579068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09672251,"about_ca_topic_score_gemma":0.1428712,"domain_scores_codex":[0.9905707,0.001586372,0.0003159274,0.001042907,0.005247137,0.001237094],"domain_scores_gemma":[0.9629914,0.003642836,0.0008380411,0.00266145,0.01380544,0.0160609],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002160841,0.0002772119,0.005695543,0.0008297709,0.00002560641,0.001182318,0.006586866,0.0006852128,0.005090448,0.0652291,0.6763096,0.2378722],"study_design_scores_gemma":[0.0000081305,0.00004038672,0.002208412,0.0001738678,0.000002235898,0.00007300617,0.0007348332,0.0001949718,0.0007741603,0.001131423,0.994642,0.00001654956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04030583,0.01567051,0.01091699,0.1976812,0.01217243,0.0004243326,0.003105298,0.002411052,0.7173122],"genre_scores_gemma":[0.07490356,0.005277688,0.01286906,0.005694671,0.0006459631,0.0001757653,0.0005386852,0.0003923889,0.8995023],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9936256,"threshold_uncertainty_score":0.2287331,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007002962700517895,"score_gpt":0.1936964564822514,"score_spread":0.1866934937817335,"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."}}