{"id":"W2133829972","doi":"10.24908/pceea.v0i0.3594","title":"Integration of Computer Aided Design and Manufacturing at Second Year level in Undergraduate Program","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer Aided Design; CAD; Computer science; Computer graphics; Computer-aided manufacturing; Process (computing); Rapid prototyping; Graphics; Key (lock); Engineering design process; Engineering drawing; Software engineering; Engineering management; Manufacturing engineering; Engineering; Mechanical engineering; Artificial intelligence; Computer graphics (images)","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":[0.0002195178,0.0001268683,0.0001447372,0.0002748075,0.00004623002,0.00003347086,0.0001268957,0.0001133778,0.00002268075],"category_scores_gemma":[0.00005792967,0.0001267413,0.00003181326,0.0001640195,0.00001215327,0.0001999267,0.00001889253,0.000133177,0.00000131948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007871342,"about_ca_system_score_gemma":0.00007751257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001093432,"about_ca_topic_score_gemma":0.003361409,"domain_scores_codex":[0.9992871,0.000004824047,0.0002621244,0.000125821,0.0001333001,0.0001867929],"domain_scores_gemma":[0.9995611,0.00002285436,0.0001535232,0.00005985024,0.0001209273,0.00008178911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000104664,0.0007726232,0.1898667,0.0108908,0.001028657,0.000001200834,0.0426236,0.5470009,0.03536253,0.02295851,0.03798873,0.1114011],"study_design_scores_gemma":[0.0004779735,0.00005006926,0.6358852,0.0003874189,0.0000432808,0.000003571053,0.0001470749,0.1316765,0.2282985,0.0008190152,0.001779907,0.0004315374],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926435,0.00007814977,0.00324283,0.0002051779,0.0006864,0.0007494117,0.00001416261,0.0001347309,0.002245672],"genre_scores_gemma":[0.9722561,0.00002083725,0.02725693,0.00001693429,0.00003135941,0.00004366486,0.000005678753,0.00002711697,0.0003413596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4460185,"threshold_uncertainty_score":0.5168362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01675519125008064,"score_gpt":0.193879278814178,"score_spread":0.1771240875640974,"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."}}