{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006155607,0.0002430239,0.000287676,0.0004315719,0.00007293833,0.0000373399,0.0004443779,0.0001881688,0.0001586751],"category_scores_gemma":[0.00231275,0.0002600075,0.0001191137,0.0007869396,0.00001420386,0.0004491142,0.00001915509,0.0003035419,0.00002276003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205761,"about_ca_system_score_gemma":0.0008880412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003444585,"about_ca_topic_score_gemma":0.0007495384,"domain_scores_codex":[0.9986109,0.000008418086,0.0005284683,0.000191028,0.0003250504,0.0003360929],"domain_scores_gemma":[0.9980938,0.00009371731,0.0005575001,0.0002134708,0.0007994447,0.0002421056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002388352,0.001552582,0.1556209,0.1040371,0.001654521,4.932095e-7,0.01560632,0.03627994,0.01334251,0.08112618,0.5813996,0.009356086],"study_design_scores_gemma":[0.000816203,0.0001864777,0.1132481,0.03061753,0.001048594,0.00005421763,0.002289039,0.02824049,0.04880292,0.0004921053,0.7712695,0.002934812],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3710825,0.1178174,0.009119309,0.02636913,0.09339029,0.01723658,0.00047624,0.005123798,0.3593848],"genre_scores_gemma":[0.9669257,0.003693697,0.0249876,0.000283937,0.0005187431,0.0003598018,0.00002596953,0.0001838638,0.003020665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5958433,"threshold_uncertainty_score":0.9999852,"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."}}