{"id":"W7009510578","doi":"","title":"Engineering and Information Technologies Handbook 2008","year":2008,"lang":"en","type":"book","venue":"The Sydney eScholarship Repository (The University of Sydney)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Internal Security Fund - Police; Shanghai Jiao Tong University; Ewha Womans University; Indian Institute of Management Ahmedabad; International Research and Exchanges Board; Loughborough University; Deakin University; Colorado State University; University of Pittsburgh; Eidgenössische Technische Hochschule Zürich; RMIT University; Indian Institute of Science; University of New South Wales; Beihang University; University of Pennsylvania; Chinese Academy of Sciences; Purdue University; Yale University; University of Sydney; McGill University","keywords":"Information technology; Information system; Emerging technologies; Information engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001985865,0.0003211472,0.0003178146,0.0002770472,0.0003574807,0.00005169785,0.0007010996,0.0004445198,0.00001988802],"category_scores_gemma":[0.00007048176,0.0002761192,0.0001287928,0.0001378123,0.0003101146,0.0005752459,0.0001333521,0.001083579,0.00007642836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340064,"about_ca_system_score_gemma":0.0001752979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001787504,"about_ca_topic_score_gemma":0.000002684341,"domain_scores_codex":[0.9990231,0.00003321985,0.0002692416,0.0001656289,0.0002669961,0.000241839],"domain_scores_gemma":[0.9988481,0.0001682017,0.0001420197,0.0006553299,0.0001072556,0.00007911187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002186833,0.0001344934,0.0006362909,0.00798072,0.003784864,0.0002565617,0.03953771,0.1002298,0.01332865,0.04040546,0.7647738,0.02871295],"study_design_scores_gemma":[0.0002306078,0.00002466844,0.0005278396,0.0004296655,0.0001324651,0.0001808915,0.0003937239,0.001820839,0.001188543,0.0001066937,0.9945731,0.0003910314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04260919,0.06404231,0.008259979,0.002129521,0.009054105,0.003700838,0.0002258994,0.008918008,0.8610601],"genre_scores_gemma":[0.1777562,0.04824872,0.003399527,0.0002823225,0.0009832038,0.00002016605,0.0003359005,0.0004509229,0.768523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2297992,"threshold_uncertainty_score":0.9999691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007137551281407153,"score_gpt":0.1635575987380764,"score_spread":0.1564200474566693,"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."}}