{"id":"W4412870704","doi":"10.24908/pceea.2025.19594","title":"Using a Structured Database for Question Management and Open Educational Resource Sharing","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Open educational resources; Knowledge management; Database; Resource (disambiguation); World Wide Web; Data science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006577474,0.0001072041,0.0001151392,0.0003478383,0.0003758982,0.0006575838,0.0008986039,0.00006595617,0.000006961293],"category_scores_gemma":[0.0006278011,0.0001143296,0.00003268727,0.0006152978,0.000009650706,0.0006453458,0.0002412377,0.0001321179,8.206604e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00136862,"about_ca_system_score_gemma":0.0007339771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003048138,"about_ca_topic_score_gemma":0.001001857,"domain_scores_codex":[0.9991156,0.000008070032,0.000219964,0.0002855196,0.0001616269,0.0002091862],"domain_scores_gemma":[0.9990881,0.00005442346,0.0002374676,0.0001412638,0.0003624161,0.0001163427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002218527,0.00003250673,0.02842315,0.0002504032,0.0000601043,9.786738e-9,0.000715131,0.0006504963,0.0006041607,0.9510256,0.01667735,0.001558888],"study_design_scores_gemma":[0.001314321,0.00003308606,0.5169185,0.001750803,0.000230245,0.00001128272,0.004169132,0.1628329,0.002774041,0.02789637,0.2810865,0.0009828659],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5211747,0.001204076,0.02962936,0.2046999,0.01844369,0.01287547,0.0001344535,0.0006024016,0.2112359],"genre_scores_gemma":[0.8969055,0.000008166431,0.08819994,0.0008045722,0.0001285371,0.000175713,0.00002683993,0.00001941707,0.01373126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9231292,"threshold_uncertainty_score":0.6341096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318490769142379,"score_gpt":0.2732261055214622,"score_spread":0.2600411978300384,"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."}}