{"id":"W2140114169","doi":"10.24908/pceea.v0i0.3688","title":"TOOLS AND METHODS FOR PAPERLESS STUDENT DESIGN PROJECTS","year":2011,"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":"Western University","funders":"","keywords":"Documentation; Markup language; Workspace; Computer science; Process (computing); World Wide Web; Software engineering; Software; Microsoft Office; CAD; Multimedia; Engineering; XML; Engineering drawing; Operating system","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":[0.01269684,0.0017751,0.0008689149,0.00595655,0.001465252,0.006036314,0.004541335,0.00189767,0.03060176],"category_scores_gemma":[0.04767498,0.001587855,0.001326601,0.003037276,0.002636946,0.006061617,0.007205581,0.002496974,0.01123018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138906,"about_ca_system_score_gemma":0.002791893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007422376,"about_ca_topic_score_gemma":0.00123189,"domain_scores_codex":[0.9844896,0.005821323,0.00178758,0.001241812,0.006351954,0.0003077062],"domain_scores_gemma":[0.9643542,0.01921755,0.001582648,0.009218303,0.004531451,0.001095737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001436829,0.0004327452,0.001007748,0.001326296,0.00003951765,0.0004544222,0.007075476,0.007206459,0.007163249,0.1169846,0.01738424,0.8407816],"study_design_scores_gemma":[0.0003923308,0.0003431957,0.001169378,0.001599944,0.00006637404,0.002293691,0.002176314,0.04382473,0.0144608,0.2349108,0.6985158,0.0002466666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006733724,0.0001434241,0.9931307,0.00008812942,0.00004988605,0.0003133872,0.00006144392,0.002016596,0.003523011],"genre_scores_gemma":[0.004994753,0.000172182,0.9888943,0.00002875898,0.00001656316,0.000818325,0.0001346401,0.0006334254,0.004307157],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03060176,"threshold_uncertainty_score":0.1023731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04424748928500033,"score_gpt":0.2946471158595631,"score_spread":0.2503996265745628,"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."}}