{"id":"W1959103283","doi":"10.24908/pceea.v0i0.3773","title":"BEST PRACTICES REVIEW OF FIRST-YEAR ENGINEERING DESIGN EDUCATION","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"University of British Columbia; University of Manitoba; University of Calgary","keywords":"Scope (computer science); Engineering education; Clinical neuropsychology; Engineering; Library science; Engineering management; Medical education; Computer science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.04340853,0.0007814703,0.001525024,0.02785819,0.003347918,0.00793445,0.004391696,0.002540426,0.001591036],"category_scores_gemma":[0.1520082,0.001022419,0.0009355378,0.03164276,0.00323943,0.004780354,0.003074456,0.003052726,0.0005451703],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03043766,"about_ca_system_score_gemma":0.08513178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1733032,"about_ca_topic_score_gemma":0.3125246,"domain_scores_codex":[0.9487458,0.01577815,0.00728939,0.002475836,0.02431004,0.001400722],"domain_scores_gemma":[0.6279342,0.1626128,0.02130794,0.008880226,0.1716517,0.007613199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005409411,0.0001476648,0.005025138,0.0242115,0.000160734,0.0002436717,0.01338051,0.0005200345,0.0005815078,0.003882031,0.04725954,0.9045336],"study_design_scores_gemma":[0.00002786874,0.0001886162,0.01988784,0.1163997,0.0003907316,0.0008105317,0.01999713,0.0003053632,0.002035273,0.001617501,0.8382159,0.0001235753],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01363189,0.9338965,0.003943955,0.03127456,0.003630432,0.0001906866,0.000272436,0.0001590452,0.01300043],"genre_scores_gemma":[0.1083824,0.8613826,0.01914801,0.006207454,0.0005956743,0.0002330319,0.0007252661,0.0001372359,0.003188348],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9695624,"threshold_uncertainty_score":0.344589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03487264555488289,"score_gpt":0.2505736640233035,"score_spread":0.2157010184684206,"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."}}