{"id":"W1507814269","doi":"10.24908/pceea.v0i0.3577","title":"An Engineering Accreditation Management System","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Accreditation; Engineering management; Curriculum; Tracking (education); Process (computing); Computer science; Engineering; Software engineering; Medical education; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.008451303,0.0005022039,0.0006710821,0.0058656,0.002134481,0.004761059,0.001781592,0.001264536,0.02348029],"category_scores_gemma":[0.01227842,0.0004522611,0.0003423468,0.004245581,0.0003373927,0.00340737,0.002421483,0.001292315,0.01432206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002121046,"about_ca_system_score_gemma":0.006068427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008471654,"about_ca_topic_score_gemma":0.005252935,"domain_scores_codex":[0.9942575,0.001219322,0.0008209831,0.0007639872,0.002523775,0.0004144548],"domain_scores_gemma":[0.9849208,0.002539139,0.001105878,0.00252419,0.007088724,0.001821274],"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":[0.0003235303,0.001095582,0.01534003,0.0002934774,0.0000606582,0.0003632626,0.000474667,0.003613045,0.006322409,0.01145085,0.329989,0.6306735],"study_design_scores_gemma":[0.0003289016,0.0002882225,0.0238317,0.000279152,0.00008899874,0.0004087715,0.0002937898,0.1203466,0.01995143,0.007398301,0.8265509,0.0002332533],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04952861,0.0009846572,0.4044286,0.005362868,0.001029011,0.003157744,0.01862764,0.3718135,0.1450675],"genre_scores_gemma":[0.4108075,0.001388233,0.3660542,0.003034684,0.001353015,0.002973165,0.08161231,0.006946398,0.1258305],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02348029,"threshold_uncertainty_score":0.07854944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005061564327357589,"score_gpt":0.1769346889766529,"score_spread":0.1718731246492953,"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."}}