{"id":"W4396692689","doi":"10.1007/978-3-031-56365-2_3","title":"Assessment Analytics for Digital Assessments Identifying, Modeling, and Interpreting Behavioral Engagement","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in analytics for learning and teaching","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University of Edmonton; University of Alberta","funders":"","keywords":"Analytics; Data science; Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001595661,0.0005700826,0.0007301549,0.0006338834,0.0005168903,0.001476304,0.0004659245,0.0002428147,0.000002503052],"category_scores_gemma":[0.0001962757,0.000583464,0.0002740307,0.00006290966,0.00008290653,0.0008162531,0.0006412207,0.00217887,0.000002014727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002123614,"about_ca_system_score_gemma":0.00009591105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008991157,"about_ca_topic_score_gemma":0.00002071577,"domain_scores_codex":[0.9970248,0.00004681355,0.0008154575,0.001154306,0.0004220877,0.0005364749],"domain_scores_gemma":[0.9984171,0.0005485786,0.0004281388,0.0003329146,0.0001191575,0.0001541102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001384864,0.00008677252,0.002327336,0.0009763546,0.0002808807,0.00003514426,0.0007428261,0.04812149,0.000005304991,0.7482828,0.0000314971,0.1990957],"study_design_scores_gemma":[0.0003706585,0.0003853661,0.000003353971,0.001340971,0.0002563988,0.000009499986,0.0003147497,0.8297057,4.500102e-7,0.09958784,0.06748947,0.0005356228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005659445,0.00340316,0.958429,0.0003341294,0.0004788874,0.0004529571,0.00004339798,0.0002332396,0.03605926],"genre_scores_gemma":[0.7198071,0.002256353,0.1526233,0.00007602984,0.0003301651,0.0000438719,0.0002338338,0.0001876785,0.1244417],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8058057,"threshold_uncertainty_score":0.9996617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03834501199718405,"score_gpt":0.4036168973015475,"score_spread":0.3652718853043635,"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."}}