{"id":"W3036473795","doi":"10.24908/pceea.vi0.14125","title":"AN ONLINE RESOURCE HUB FOR ENGINEERING FACULTY: PROVIDING PRACTICAL INFORMATION AND SUPPORT FOR OUTCOMES-BASED EDUCATION","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Intranet; Resource (disambiguation); Process (computing); Knowledge management; Psychology; Engineering; Public relations; Engineering ethics; Computer science; Political science; The Internet; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003278053,0.0002427712,0.0002321393,0.0002816646,0.0001302445,0.0001881314,0.0002149943,0.0001799548,0.000006896885],"category_scores_gemma":[0.001790822,0.0002539743,0.00009012349,0.0003917324,0.000007935444,0.000643198,0.00001160005,0.0002096605,0.000002152535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211823,"about_ca_system_score_gemma":0.001174452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001297891,"about_ca_topic_score_gemma":0.0001212385,"domain_scores_codex":[0.9987403,0.000003323955,0.0004586441,0.0001964219,0.0002525822,0.0003487357],"domain_scores_gemma":[0.9986278,0.0000873112,0.0002109581,0.00009763011,0.0005642386,0.0004120849],"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":[0.0000653816,0.0009276937,0.08798102,0.016282,0.0009658589,1.319571e-7,0.01773235,0.2949986,0.01731253,0.04922623,0.4700978,0.04441044],"study_design_scores_gemma":[0.0006155242,0.00008171751,0.04272624,0.000158774,0.0001127664,0.000003113322,0.0009308489,0.3426513,0.003139525,0.00002815692,0.6089329,0.000619098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7828214,0.0003756677,0.06869348,0.1112635,0.01329477,0.01515177,0.002168761,0.003847873,0.002382768],"genre_scores_gemma":[0.9401052,0.00000520231,0.05613392,0.001669008,0.0003675132,0.0007599306,0.0006413916,0.00009960747,0.0002182337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1572838,"threshold_uncertainty_score":0.9999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0154220281661644,"score_gpt":0.2528640863849641,"score_spread":0.2374420582187997,"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."}}