{"id":"W2143974165","doi":"10.5539/ies.v6n6p161","title":"Direct Measurement and Evaluation for Mechanical Engineering Programme Outcomes: Impact on Continuous Improvement","year":2013,"lang":"en","type":"article","venue":"International Education Studies","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Audit; Session (web analytics); Engineering education; Medical education; Data collection; Microsoft excel; Process (computing); Program evaluation; Engineering; Engineering management; Computer science; Mathematics; Medicine; Accounting; Business","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":[0.0003667607,0.0001865959,0.0001745992,0.0001397826,0.0000411678,0.00007410361,0.00008388152,0.00003382526,0.00005176824],"category_scores_gemma":[0.0005144794,0.0001505229,0.00006053325,0.00006909346,0.000008778828,0.0001159587,0.00001717886,0.00006021486,0.00002189337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008060031,"about_ca_system_score_gemma":0.00007892491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001823511,"about_ca_topic_score_gemma":0.000002966019,"domain_scores_codex":[0.9989604,0.000007398041,0.0002620426,0.0001805651,0.0004070117,0.0001825978],"domain_scores_gemma":[0.9983479,0.00007962029,0.00004066716,0.000101614,0.001351447,0.00007877404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002620411,0.001240282,0.006246697,0.0005093024,0.005066434,2.848619e-7,0.003564629,0.03967032,0.01405065,0.005008873,0.1126886,0.8119277],"study_design_scores_gemma":[0.006250245,0.001196166,0.4643363,0.001404878,0.0005418585,0.00002317293,0.01174311,0.3169793,0.02835371,0.004017112,0.1617148,0.003439312],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799425,0.00155421,0.003354481,0.001841025,0.009865514,0.00202368,0.00001195872,0.0003808641,0.001025764],"genre_scores_gemma":[0.9928584,0.00008400676,0.002903466,0.0001133432,0.0001365295,0.003680422,0.0000248195,0.00002413152,0.0001748734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8084884,"threshold_uncertainty_score":0.6138144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05212836930659052,"score_gpt":0.3473922859170168,"score_spread":0.2952639166104262,"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."}}