{"id":"W3216888474","doi":"10.7939/r3-wsr0-x753","title":"Designing and Developing the Whole Engineer","year":2021,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001556463,0.00005380526,0.00005870136,0.00002904831,0.00004272264,0.00001271422,0.00007538863,0.00002559254,0.0001241262],"category_scores_gemma":[0.000006546345,0.00005358569,0.00001611185,0.0001380355,0.0000157255,0.0001648231,0.00004032631,0.00005641329,0.00001099638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000904579,"about_ca_system_score_gemma":0.00004383459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007759278,"about_ca_topic_score_gemma":0.000006591094,"domain_scores_codex":[0.9997702,0.000007230125,0.00004533397,0.00006191432,0.0000398073,0.0000755604],"domain_scores_gemma":[0.9998126,0.00006267079,0.0000074013,0.00007664463,0.000009152425,0.00003150891],"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":[0.00002920287,0.0002009815,0.05832833,0.002210607,0.001616634,0.0002284101,0.1911875,0.1080896,0.03736056,0.1234299,0.441151,0.03616717],"study_design_scores_gemma":[0.0004582881,0.000009235216,0.04964066,0.0002111304,0.00003545119,0.00003872748,0.008326515,0.01020562,0.03763075,0.0001952625,0.8927599,0.000488516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9047705,0.001978644,0.04063892,0.006407156,0.0005675592,0.000132473,0.000002263351,0.0003357471,0.04516674],"genre_scores_gemma":[0.9066271,0.0004517692,0.07919379,0.0001841331,0.00003944316,3.673866e-7,0.00003469966,0.00002962129,0.01343911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4516088,"threshold_uncertainty_score":0.2185161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005147921843760496,"score_gpt":0.1491078131516679,"score_spread":0.1439598913079074,"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."}}