{"id":"W4318935886","doi":"10.4230/dagrep.12.6.83","title":"Visualization Empowerment: How to Teach and Learn Data Visualization (Dagstuhl Seminar 22261)","year":2023,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Visualization; Computer science; Data visualization; Data science; Information visualization; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006451815,0.0009250359,0.0006061323,0.001145486,0.002538439,0.005905146,0.001155127,0.002410395,0.04898544],"category_scores_gemma":[0.006797473,0.0005376109,0.000675016,0.001055649,0.003124136,0.004863063,0.008510197,0.004369908,0.01552981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004074218,"about_ca_system_score_gemma":0.004771419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729144,"about_ca_topic_score_gemma":0.003311917,"domain_scores_codex":[0.9964127,0.001641114,0.000130666,0.0004535934,0.0007064417,0.0006555931],"domain_scores_gemma":[0.9974023,0.0008615676,0.00008278443,0.0001583129,0.0002806227,0.001214485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002174031,0.0005771075,0.0005225046,0.0004192781,0.00001506048,0.0004007511,0.01359317,0.0008753702,0.002754694,0.07422195,0.5275963,0.3788064],"study_design_scores_gemma":[0.00005705168,0.00008057148,0.001437041,0.0004582293,0.000006934117,0.0001717582,0.002549058,0.0006861608,0.001650707,0.04412014,0.9487569,0.00002538398],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.06303532,0.03982379,0.1133807,0.3924151,0.02602083,0.0008577622,0.002726784,0.007315523,0.3544242],"genre_scores_gemma":[0.3491238,0.02770932,0.1076076,0.01653151,0.004365115,0.001810422,0.003006902,0.004914387,0.4849309],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04898544,"threshold_uncertainty_score":0.1638726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0310477708888318,"score_gpt":0.304280392724207,"score_spread":0.2732326218353752,"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."}}