{"id":"W1901660990","doi":"10.24908/pceea.v0i0.3589","title":"Implementing Quality Management Standards in Conducting Courses at Higher Education Institutes (HEI)","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Quality and Management Systems","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Deliverable; Quality (philosophy); Work (physics); Quality assurance; Quality management; Business; Higher education; Knowledge management; Service (business); Quality management system; Strategic planning; Engineering management; Public relations; Process management; Engineering; Political science; Computer science; Marketing","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":[0.002236647,0.0001908444,0.0002183602,0.0006078999,0.0003293601,0.0002092358,0.0003699968,0.0001007576,0.0002465225],"category_scores_gemma":[0.000407609,0.0001979473,0.00008379923,0.0007859557,0.00002075025,0.001088346,0.0001457592,0.0001496794,0.00002277084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002787578,"about_ca_system_score_gemma":0.0003023832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06384107,"about_ca_topic_score_gemma":0.04218477,"domain_scores_codex":[0.9981467,0.000008411619,0.0005776639,0.0002766471,0.0005248101,0.0004657876],"domain_scores_gemma":[0.9983146,0.00001723311,0.0008343615,0.0001437312,0.0006461205,0.00004398683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006276822,0.0001401018,0.3693157,0.001438544,0.0001006263,1.211981e-7,0.0007090128,0.00003426761,0.0003128132,0.589035,0.03747736,0.00143019],"study_design_scores_gemma":[0.0003545609,0.000003750138,0.4905243,0.0004070127,0.00009614581,4.82267e-7,0.002733053,0.00009818315,0.0003357336,0.002021477,0.503029,0.0003962112],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7596052,0.0001066956,0.000008115872,0.003051111,0.004302653,0.0009322318,0.00001666646,0.0001262536,0.2318511],"genre_scores_gemma":[0.9906952,0.000005535622,0.0002844983,0.00085877,0.0004708444,0.000123228,0.00002328889,0.00002967379,0.007508992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5870135,"threshold_uncertainty_score":0.9752929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04245489301151687,"score_gpt":0.2667712259318275,"score_spread":0.2243163329203106,"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."}}