{"id":"W2097704185","doi":"10.24908/pceea.v0i0.4051","title":"MCMASTER VIRTUAL DESIGN PROJECTS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"CAD; Visibility; Animation; Cockpit; Visualization; Computer science; Engineering drawing; Virtual reality; 3D modeling; Software engineering; Computer graphics (images); Engineering; Human–computer interaction; Artificial intelligence; Aeronautics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000224636,0.0001366936,0.0001136307,0.0002315904,0.00008237237,0.00003723213,0.0002420217,0.0001070254,0.00005593346],"category_scores_gemma":[0.0001965571,0.0001311927,0.00005977665,0.0003657829,0.00001004023,0.0001620321,0.00001247512,0.0001746206,0.00002088695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007933757,"about_ca_system_score_gemma":0.0002895038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008730725,"about_ca_topic_score_gemma":0.0004659883,"domain_scores_codex":[0.9992088,0.000005276704,0.0001987923,0.0001196598,0.0002196384,0.00024784],"domain_scores_gemma":[0.9994356,0.00003699603,0.00009362434,0.00005689161,0.0002434801,0.0001334178],"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":[0.00004262254,0.0003569091,0.06877176,0.001194701,0.001410607,0.000001105089,0.04841022,0.2517824,0.03184663,0.1367271,0.4116369,0.04781909],"study_design_scores_gemma":[0.001173552,0.0002839042,0.6053498,0.0007475614,0.0003608239,0.00004758022,0.001678641,0.1978098,0.1130111,0.009194032,0.06769655,0.002646681],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6457714,0.0007545928,0.03592981,0.003056888,0.01262652,0.004535333,0.00008642762,0.002177626,0.2950613],"genre_scores_gemma":[0.9927753,0.000002754978,0.005651237,0.0001357631,0.0001345781,0.00005826098,0.000002258702,0.00003813603,0.001201733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.536578,"threshold_uncertainty_score":0.5349882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444209413594843,"score_gpt":0.1717001831360029,"score_spread":0.1572580890000544,"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."}}