{"id":"W3137863880","doi":"10.1128/jmbe.v22i1.2205","title":"Build-Your-Own Exam: Involving Undergraduate Students in Assessment Design and Evaluation to Enhance Self-Regulated Learning","year":2021,"lang":"en","type":"article","venue":"Journal of Microbiology and Biology Education","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Timeline; Curriculum; Computer science; Comprehension; Variety (cybernetics); Cognition; Mathematics education; Psychology; Pedagogy; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.02396465,0.001028617,0.0005984275,0.001098022,0.0006636758,0.002968625,0.001739098,0.0009697109,0.003550341],"category_scores_gemma":[0.06214184,0.0005007259,0.0005723548,0.0003517124,0.0006906347,0.001349724,0.003168355,0.001349622,0.001130719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006419537,"about_ca_system_score_gemma":0.001967247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002495335,"about_ca_topic_score_gemma":0.001051904,"domain_scores_codex":[0.984628,0.01143397,0.0008178065,0.0009323002,0.00180251,0.0003854154],"domain_scores_gemma":[0.9511486,0.02948265,0.003463767,0.004322501,0.006857147,0.0047254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001077301,0.009373786,0.0176029,0.0008449423,0.000111749,0.0002922445,0.007106699,0.003643228,0.05203935,0.001745389,0.008791545,0.8973708],"study_design_scores_gemma":[0.004246739,0.05652326,0.2020879,0.00484653,0.0008322907,0.004302814,0.01260576,0.1821721,0.2837315,0.03802779,0.2094371,0.001186272],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4753184,0.0004993112,0.4934596,0.001395729,0.0003957844,0.008018833,0.0001879625,0.004810613,0.01591384],"genre_scores_gemma":[0.3739119,0.0002007637,0.619276,0.0003170062,0.00005761276,0.00298689,0.0001209245,0.0001854338,0.002943367],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02396465,"threshold_uncertainty_score":0.1267387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05635666629256333,"score_gpt":0.4684083320111592,"score_spread":0.4120516657185959,"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."}}