{"id":"W6888854158","doi":"10.2312/eved.20251027","title":"Exploring the Role of Visualization Tools in Enhancing Computing Education: A Systematic Literature Review","year":2025,"lang":"en","type":"article","venue":"Eurographics","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Visualization; Categorization; Systematic review; Comprehension; Information visualization; Data visualization","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":[],"consensus_categories":[],"category_scores_codex":[0.001584604,0.00009789351,0.0002131333,0.0002683042,0.0001333636,0.0002307215,0.0005283135,0.00002313401,1.7438e-7],"category_scores_gemma":[0.0006379939,0.00007467922,0.00007631351,0.002972016,0.00001971564,0.0003514792,0.0001179134,0.0002887399,8.507367e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001297279,"about_ca_system_score_gemma":0.00007357598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007963324,"about_ca_topic_score_gemma":0.000004822591,"domain_scores_codex":[0.9985347,0.0005109637,0.0004236163,0.0002038617,0.000179394,0.0001474917],"domain_scores_gemma":[0.9988981,0.0003641542,0.0001833551,0.0004214954,0.000113431,0.00001940825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001199955,0.0001346656,0.003514435,0.05591685,0.00003116778,0.000002857917,0.01382052,0.0001456097,0.00008145566,0.3309132,0.00003107476,0.595407],"study_design_scores_gemma":[0.0002985954,0.0001149872,0.01047137,0.9232439,0.0001200811,0.00005140875,0.002634954,0.02062873,0.0005418625,0.001332783,0.04001509,0.0005462335],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03369322,0.5931465,0.3668342,0.001404499,0.001589482,0.001697537,4.180654e-7,0.0004966683,0.001137507],"genre_scores_gemma":[0.9829943,0.006594303,0.009728916,0.0005354726,0.00004011967,0.00006693086,0.00000375256,0.000008707996,0.00002756017],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.949301,"threshold_uncertainty_score":0.304533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03280316289859708,"score_gpt":0.3069012333823334,"score_spread":0.2740980704837363,"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."}}