{"id":"W1956851439","doi":"10.24908/pceea.v0i0.4888","title":"Visualization Performance and Rapid Prototyping in First Year Design","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visualization; Modalities; Computer science; Graphics; Variance (accounting); Computer graphics; Modality (human–computer interaction); Software; Human–computer interaction; Computer graphics (images); Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003910275,0.0001081128,0.000100685,0.0002821896,0.00008571026,0.0001178429,0.0001272504,0.0001020293,0.00007272683],"category_scores_gemma":[0.0005152453,0.0001144479,0.00001913023,0.0004867795,0.000008201341,0.0005612518,0.000007977517,0.0001545992,0.00002249769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009508934,"about_ca_system_score_gemma":0.0001979082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001412552,"about_ca_topic_score_gemma":0.0006200926,"domain_scores_codex":[0.9993131,0.000007054982,0.000214916,0.0001091105,0.0001459267,0.0002098916],"domain_scores_gemma":[0.9994273,0.00006021328,0.0001079529,0.00005914191,0.0002328943,0.0001125592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001354793,0.0002270316,0.6626437,0.00351277,0.0002276821,9.246415e-8,0.01602213,0.03589184,0.00792279,0.01930011,0.2210737,0.03316457],"study_design_scores_gemma":[0.0003457898,0.0000264775,0.7691724,0.0003791745,0.00002927757,0.000004524536,0.0006874441,0.1443199,0.004009698,0.0002080429,0.08035644,0.0004608978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715663,0.0004626313,0.0004581783,0.005167249,0.00243501,0.003231035,0.000005774259,0.0003182216,0.01635562],"genre_scores_gemma":[0.9974384,0.0001111303,0.001454468,0.00008607832,0.00007135694,0.0002527266,0.000002678556,0.00003025645,0.0005528812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1407173,"threshold_uncertainty_score":0.4667048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007633964829121348,"score_gpt":0.1943054812071094,"score_spread":0.186671516377988,"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."}}