{"id":"W1956229601","doi":"10.24908/pceea.v0i0.3933","title":"A NEW FIRST YEAR DESIGN COURSE AT THE UNIVERSITY OF WESTERN ONTARIO","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Teamwork; Course (navigation); Conceptual design; Engineering management; Engineering design process; Design process; Process (computing); Work (physics); Design education; Engineering; Reflection (computer programming); Computer science; Software engineering; Systems engineering; Work in process; Operations management; Human–computer interaction; Management","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":[0.0003079133,0.00009826299,0.0001020218,0.00008565503,0.0001265544,0.00002346184,0.0002965576,0.00009230948,0.0004917995],"category_scores_gemma":[0.0001329988,0.00009450179,0.00005359459,0.0002625773,0.00001376301,0.0001930841,0.00001588475,0.0001655462,0.00004499383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002089168,"about_ca_system_score_gemma":0.0009492685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07441089,"about_ca_topic_score_gemma":0.2574604,"domain_scores_codex":[0.9994198,0.000006350517,0.0001410422,0.00009146,0.0001694,0.0001719175],"domain_scores_gemma":[0.9992949,0.00006237331,0.0001692438,0.0001094303,0.000215993,0.0001481023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001684511,0.00007967518,0.3553236,0.0001829092,0.0003054078,1.424335e-7,0.03961497,0.004571875,0.0007123678,0.002993475,0.5950866,0.00111212],"study_design_scores_gemma":[0.0002501346,0.00001850819,0.6854017,0.0001002435,0.0001618658,0.000004572554,0.001288151,0.0006608097,0.002367663,0.0001158658,0.309372,0.0002583825],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8132792,0.000756042,0.004570133,0.01520189,0.01056555,0.00275752,0.00006930596,0.0005812625,0.1522192],"genre_scores_gemma":[0.9726976,0.00001680502,0.0027983,0.00005531203,0.00006760866,0.000003936895,0.000002555754,0.00002565942,0.02433224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3300781,"threshold_uncertainty_score":0.9317527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435159909830992,"score_gpt":0.1724557448169261,"score_spread":0.1581041457186162,"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."}}