{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007162076,0.000508683,0.0002583961,0.000887821,0.001807166,0.004338345,0.00113656,0.000894262,0.007152887],"category_scores_gemma":[0.008321286,0.0004639173,0.0004362123,0.0004130207,0.002653247,0.003011058,0.00329088,0.00122666,0.002875861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001359967,"about_ca_system_score_gemma":0.007459962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001618824,"about_ca_topic_score_gemma":0.003326077,"domain_scores_codex":[0.9958586,0.001955878,0.0001898605,0.0005967409,0.001146965,0.0002520097],"domain_scores_gemma":[0.9957638,0.001336121,0.0002420905,0.00076597,0.001413394,0.0004786441],"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":[0.00008617824,0.0005028108,0.01022682,0.0009717944,0.00006635539,0.0006993274,0.03935649,0.01615151,0.03273637,0.205389,0.0316695,0.6621438],"study_design_scores_gemma":[0.00004197771,0.0009594567,0.003329983,0.0008074791,0.00007906013,0.0008278207,0.02622258,0.01644,0.02021618,0.04639021,0.8846112,0.00007400032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.059577,0.0005668795,0.7834791,0.003659136,0.0005019871,0.002627925,0.0001712299,0.001014346,0.1484024],"genre_scores_gemma":[0.1437947,0.0007860495,0.7945175,0.0005626183,0.00003504135,0.0009869068,0.0001930501,0.0003683676,0.05875586],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007162076,"threshold_uncertainty_score":0.03787714,"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."}}