{"id":"W2153126655","doi":"10.24908/pceea.v0i0.3937","title":"STUDENT DESIGN TEAMS AT UWO: A CASE STUDY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Curriculum; Focus (optics); Computer science; Engineering management; Multimedia; Engineering; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005031378,0.0002324841,0.0002068468,0.000365037,0.0001719637,0.00006430965,0.0003457657,0.0001484218,0.0001301489],"category_scores_gemma":[0.000252573,0.0002374913,0.00008303507,0.0005289417,0.00001183016,0.0001832207,0.00003251217,0.0002616517,0.00003280451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003324031,"about_ca_system_score_gemma":0.0003586735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009971749,"about_ca_topic_score_gemma":0.01153146,"domain_scores_codex":[0.9987308,0.00001057816,0.0003690567,0.000203394,0.0003012182,0.0003848886],"domain_scores_gemma":[0.9989849,0.00004916679,0.0001461406,0.0001821311,0.0003392202,0.0002984186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001048658,0.001119621,0.6971414,0.0007573917,0.001134191,0.00001923568,0.1184182,0.03677047,0.004320168,0.003560941,0.1343308,0.002417089],"study_design_scores_gemma":[0.001754877,0.0002899361,0.8605993,0.0003469886,0.000637405,0.0008188876,0.0349465,0.0231457,0.01503712,0.0001725903,0.05963353,0.002617173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886024,0.0001228821,0.00008921733,0.0001751538,0.002980042,0.000783187,0.00001038919,0.0003044622,0.006932289],"genre_scores_gemma":[0.995753,0.000008207366,0.001280063,0.00006057898,0.0001552435,0.000176382,0.000002498669,0.0000715905,0.002492401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1634579,"threshold_uncertainty_score":0.996621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001741197118566,"score_gpt":0.2366370209724009,"score_spread":0.2166196090012152,"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."}}