{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003141315,0.0001285545,0.0001013586,0.0002286074,0.0001397642,0.00003998725,0.0001585124,0.00009717645,0.00004392774],"category_scores_gemma":[0.0001112149,0.0001323059,0.00003219441,0.0003412197,0.00001228901,0.00007935878,0.000006617594,0.000168951,0.000008267829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007752422,"about_ca_system_score_gemma":0.0004459711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004748447,"about_ca_topic_score_gemma":0.0008875424,"domain_scores_codex":[0.9992844,0.0000046493,0.0002043005,0.0001264152,0.000186306,0.000193931],"domain_scores_gemma":[0.9993761,0.00003447424,0.0001088593,0.00008996797,0.0002144417,0.0001761115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001909706,0.0009727856,0.07741927,0.001334145,0.0004813586,1.83703e-7,0.01409798,0.02960794,0.005315851,0.7918174,0.06864146,0.0102925],"study_design_scores_gemma":[0.0008572658,0.00007148821,0.4863389,0.0005350066,0.000188802,0.000006440049,0.0006793436,0.389793,0.0305219,0.002435823,0.08731341,0.001258633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8535685,0.001325432,0.03275526,0.01720352,0.008431932,0.006667046,0.0002114253,0.002154941,0.07768196],"genre_scores_gemma":[0.9914837,0.00001227277,0.007868244,0.0002371941,0.00003706576,0.00011276,0.00001180035,0.00002959356,0.0002073911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7893816,"threshold_uncertainty_score":0.5395278,"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."}}