{"id":"W1797733320","doi":"10.24908/pceea.v0i0.4636","title":"Recent Enhancements to the Biosystems Engineering Design Trilogy at the University of Manitoba","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Trilogy; Capstone; Curriculum; Engineering management; Engineering design process; Computer science; Engineering; Psychology; Pedagogy; Mechanical engineering; Computer security","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":[0.0155881,0.0009781963,0.0006165554,0.003238077,0.007292826,0.00501832,0.005585145,0.001795841,0.06723264],"category_scores_gemma":[0.01353715,0.001474845,0.0009804454,0.003879938,0.002637711,0.001782786,0.005050158,0.004535085,0.02112405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02017352,"about_ca_system_score_gemma":0.08125598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2485856,"about_ca_topic_score_gemma":0.5621781,"domain_scores_codex":[0.9907579,0.001994647,0.0003554553,0.001009555,0.004780401,0.001101927],"domain_scores_gemma":[0.959153,0.002731196,0.001166676,0.005569729,0.01971517,0.01166423],"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":[0.0006947881,0.001653166,0.01031214,0.0008973126,0.00004279979,0.0009218613,0.007871768,0.003224493,0.02237548,0.02803077,0.2601226,0.6638529],"study_design_scores_gemma":[0.00004974561,0.0002024825,0.005774602,0.0001739312,0.00001633561,0.0002385001,0.0008539421,0.00115286,0.002415081,0.00115069,0.9878974,0.00007458334],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1057203,0.01190792,0.240965,0.08477011,0.01189821,0.003564588,0.002579212,0.03785586,0.5007388],"genre_scores_gemma":[0.08219256,0.005756293,0.2888416,0.007354889,0.0009777289,0.001268379,0.002063317,0.003123855,0.6084214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2485856,"threshold_uncertainty_score":0.4942772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00949048672550665,"score_gpt":0.1728639067116296,"score_spread":0.1633734199861229,"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."}}