{"id":"W3205052256","doi":"10.1007/s10649-021-10087-4","title":"A critical mathematics perspective on reading data visualizations: reimagining through reformatting, reframing, and renarrating","year":2021,"lang":"en","type":"article","venue":"Educational Studies in Mathematics","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cognitive reframing; Visualization; Data visualization; Computer science; Reading (process); Framing (construction); Data science; Set (abstract data type); Mathematics education; Mathematics; Artificial intelligence","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001894676,0.0003167048,0.0005940712,0.0001536031,0.0004665157,0.0001412656,0.0003591788,0.0001003438,0.0001069672],"category_scores_gemma":[0.1397892,0.0002643421,0.00004226598,0.0005016821,0.0004251249,0.0003711342,0.0005193489,0.0004298929,0.00002273545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004186896,"about_ca_system_score_gemma":0.0003745099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001152088,"about_ca_topic_score_gemma":0.00002259242,"domain_scores_codex":[0.9972806,0.0002655819,0.0009710236,0.0006142915,0.000482341,0.00038618],"domain_scores_gemma":[0.9801352,0.01756301,0.0003737215,0.0009389794,0.0009149141,0.00007417159],"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":[0.000003138087,0.0005613295,0.00015906,0.0008770248,0.00009247286,0.00000825647,0.08168832,0.000003080728,0.0000241255,0.8934752,0.02292529,0.0001827541],"study_design_scores_gemma":[0.0001807483,0.00002458937,0.00005163424,0.001165004,0.0000680427,0.00009581779,0.2363232,0.001309348,0.0001360591,0.7592089,0.001186309,0.0002503874],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.05185118,0.0269729,0.282746,0.1547423,0.02063204,0.004711173,0.001271112,0.001581578,0.4554918],"genre_scores_gemma":[0.009318096,0.0008875439,0.9861162,0.000421403,0.0003849395,0.0001083874,0.00007711407,0.00006151322,0.002624811],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7033702,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4882322390362129,"score_gpt":0.5953537140775896,"score_spread":0.1071214750413767,"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."}}