{"id":"W1911316101","doi":"10.24908/pceea.v0i0.4014","title":"A GRAPHICS AND DESIGN COURSE BASED ON COMPETITION MACHINE DEVELOPMENT","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"CONTEST; Course (navigation); Competition (biology); Computer science; Task (project management); Graphics; Software engineering; Engineering management; Engineering; Systems engineering; Computer graphics (images)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001020327,0.001400924,0.0008744364,0.0009711615,0.002536819,0.002071175,0.001649006,0.001609445,0.08460891],"category_scores_gemma":[0.001064539,0.0004633309,0.0007136546,0.0006198271,0.0005936408,0.0009348735,0.002751105,0.002605192,0.02945798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001996895,"about_ca_system_score_gemma":0.003845496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002494154,"about_ca_topic_score_gemma":0.01062392,"domain_scores_codex":[0.999209,0.00007129333,0.00002105586,0.0001452945,0.0002917576,0.0002616007],"domain_scores_gemma":[0.9984481,0.0000640615,0.0000252399,0.00005638106,0.0002087623,0.001197342],"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":[0.0006675511,0.008341772,0.002257681,0.0002599651,0.00001092277,0.000865168,0.0008750163,0.003005956,0.0255003,0.01827073,0.6569668,0.2829781],"study_design_scores_gemma":[0.0002084598,0.003525056,0.01506512,0.00009714125,0.000007227807,0.0009607763,0.0005194018,0.003574772,0.007732539,0.007923865,0.9603078,0.00007784562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1696262,0.0009282448,0.06368149,0.008282225,0.009850147,0.00540226,0.004289063,0.006393267,0.7315472],"genre_scores_gemma":[0.1291707,0.0004824545,0.05466004,0.002711447,0.0007437015,0.001604738,0.005228825,0.0006285991,0.8047696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08460891,"threshold_uncertainty_score":0.283045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01227514137826989,"score_gpt":0.1873575411024784,"score_spread":0.1750823997242086,"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."}}