{"id":"W7147040269","doi":"10.1145/3769872.3769894","title":"Exploring Emerging Opportunities in Visualization Comprehension Research","year":2025,"lang":"","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Visualization; Comprehension; Perspective (graphical); Data visualization; Information visualization; Visual analytics","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":[0.05199813,0.001311748,0.001443569,0.00793828,0.003446471,0.02790846,0.003566514,0.005547418,0.009179033],"category_scores_gemma":[0.07255854,0.001170466,0.001316944,0.006658427,0.01878134,0.0505288,0.01005601,0.007533086,0.001404832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004139661,"about_ca_system_score_gemma":0.005197868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00102181,"about_ca_topic_score_gemma":0.00165726,"domain_scores_codex":[0.9646391,0.02752398,0.001063552,0.002605572,0.003252839,0.0009149194],"domain_scores_gemma":[0.8014542,0.1787311,0.002543948,0.005956276,0.008551892,0.002762552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002835156,0.0004965939,0.0070288,0.00447863,0.0001249667,0.0005196391,0.1211269,0.001490292,0.004527839,0.6423178,0.006237094,0.2113679],"study_design_scores_gemma":[0.0001016712,0.0003593151,0.003676572,0.004363616,0.00009118553,0.000764971,0.0855632,0.009189138,0.003659203,0.774742,0.1173447,0.0001443211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.1305292,0.179202,0.3681198,0.2278187,0.001505618,0.0004413159,0.0004244468,0.001066352,0.09089256],"genre_scores_gemma":[0.6923903,0.0682418,0.2216516,0.008225215,0.001886082,0.001120395,0.0003945302,0.0006662891,0.005423857],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.05199813,"threshold_uncertainty_score":0.2749956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5984097816517348,"score_gpt":0.4717902432995162,"score_spread":0.1266195383522186,"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."}}