{"id":"W4404294301","doi":"10.1109/eduvis63909.2024.00006","title":"Challenges and Opportunities of Teaching Data Visualization Together with Data Science","year":2024,"lang":"en","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Carleton University","funders":"Carleton University","keywords":"Visualization; Computer science; Data visualization; Data science; Information visualization; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02278805,0.0008694623,0.0007470602,0.001848285,0.003579173,0.01026211,0.002721542,0.002579028,0.008531616],"category_scores_gemma":[0.06671514,0.0008854357,0.001103389,0.002478036,0.001676637,0.01401021,0.007689867,0.004761012,0.002883603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003384795,"about_ca_system_score_gemma":0.009680839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001789215,"about_ca_topic_score_gemma":0.002512122,"domain_scores_codex":[0.9781207,0.00846779,0.001312221,0.003190954,0.006285317,0.002623041],"domain_scores_gemma":[0.9339858,0.02617479,0.005183344,0.003862411,0.01452733,0.0162663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002386369,0.00306287,0.06006226,0.003031572,0.00007449611,0.001154101,0.03508846,0.002191885,0.01063079,0.01481201,0.0519838,0.8176691],"study_design_scores_gemma":[0.0001451364,0.001914502,0.0978379,0.004132741,0.0001531166,0.004643372,0.0961372,0.01623891,0.01796418,0.08141029,0.6790198,0.0004028147],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6622997,0.008581378,0.1727933,0.09880352,0.002365399,0.001609007,0.0007347384,0.003602018,0.04921093],"genre_scores_gemma":[0.7402544,0.005017326,0.2265459,0.01120602,0.0006314957,0.001083343,0.001029645,0.0006837962,0.01354812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02278805,"threshold_uncertainty_score":0.1205162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.277071629549607,"score_gpt":0.4003332890010552,"score_spread":0.1232616594514483,"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."}}