{"id":"W4405674842","doi":"10.24908/pceea.2024.18574","title":"Development of an open access student-authored conceptual multiple-choice questions bank and its impact on student learning","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mathematics education; Computer science; Psychology; Pedagogy; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002095124,0.0001669564,0.0002093841,0.0004165451,0.0002608087,0.0003857401,0.0006332754,0.0001313682,0.0000752114],"category_scores_gemma":[0.002483571,0.000149146,0.00004051048,0.0005794826,0.0000196471,0.0003934412,0.0001006589,0.0005518426,0.00000591347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487522,"about_ca_system_score_gemma":0.0007013309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00514336,"about_ca_topic_score_gemma":0.001422585,"domain_scores_codex":[0.9987294,0.00008927161,0.0003517804,0.0002821864,0.0002880492,0.0002593151],"domain_scores_gemma":[0.9986504,0.0003643425,0.0003141433,0.0000830573,0.0004335456,0.0001544703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002254859,0.0004888085,0.7473713,0.0002280989,0.0009732301,4.314205e-7,0.1628617,0.003544096,0.01210193,0.05170101,0.004382421,0.0163244],"study_design_scores_gemma":[0.0001983014,0.00005970608,0.9811105,0.0002465146,0.00003584554,0.000001527313,0.002633978,0.0008823116,0.0005188407,0.00001821749,0.01412469,0.0001696389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951147,0.000123519,0.00003265082,0.000542794,0.001125133,0.0004097527,0.00001278225,0.00007193129,0.002566691],"genre_scores_gemma":[0.9957541,0.000001523205,0.001237668,0.00006116384,0.0001313473,0.00008537032,0.00001488898,0.00003696087,0.002676944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2337391,"threshold_uncertainty_score":0.7775255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.049172006323408,"score_gpt":0.4400345666374895,"score_spread":0.3908625603140815,"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."}}