{"id":"W3123230313","doi":"10.1007/978-3-030-66906-5_2","title":"A Review on Visualization of Educational Data in Online Learning","year":2021,"lang":"en","type":"review","venue":"Lecture notes in computer science","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Visualization; Interactivity; Data science; Data visualization; Educational data mining; Information visualization; Context (archaeology); Strengths and weaknesses; Human–computer interaction; Multimedia; Data mining","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"],"consensus_categories":[],"category_scores_codex":[0.001593195,0.0003124626,0.001187742,0.0007716663,0.00007353619,0.0001452795,0.003968292,0.0001299091,0.000009610426],"category_scores_gemma":[0.002372143,0.000261839,0.0001177366,0.006067345,0.0001384849,0.0003470715,0.001591043,0.0008089243,0.000008846747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000147848,"about_ca_system_score_gemma":0.001759347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002100748,"about_ca_topic_score_gemma":0.00003209975,"domain_scores_codex":[0.9965157,0.0004363003,0.0008227769,0.001257114,0.0006222317,0.000345877],"domain_scores_gemma":[0.996299,0.001305413,0.0005098812,0.001642781,0.000173009,0.00006988017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[1.259071e-7,0.0001458397,0.00006522167,0.005049906,0.000004587424,0.000005700484,0.00004850463,0.005330617,9.813557e-8,0.0007716622,0.00001532889,0.9885624],"study_design_scores_gemma":[0.0001106035,0.0001106577,0.00003971358,0.183747,0.00004240896,0.0000534781,2.587946e-7,0.7031668,0.00000141421,0.0007649105,0.1114755,0.0004871855],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001224022,0.5807316,0.4182275,0.0006453076,0.0002409225,0.0001314953,0.000004259499,0.00001412399,0.000003529622],"genre_scores_gemma":[0.00009490307,0.9163482,0.08251369,0.0005625195,0.000198098,0.000004499657,0.000260778,0.00001369358,0.000003649293],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9880752,"threshold_uncertainty_score":0.9999834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06259406852289136,"score_gpt":0.4168957382233967,"score_spread":0.3543016697005053,"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."}}