{"id":"W4401334154","doi":"10.33965/celda2023_202306l014","title":"THREE FRAMEWORKS FOR DATA LITERACY","year":2023,"lang":"en","type":"article","venue":"","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computer science; Literacy; Data science; Psychology; Pedagogy","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":[0.04602825,0.001627018,0.001267019,0.01209001,0.007710146,0.02399578,0.00448864,0.007696735,0.01193662],"category_scores_gemma":[0.1129699,0.001183493,0.002203281,0.010508,0.05462436,0.03466883,0.02071135,0.01073501,0.002722364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01094599,"about_ca_system_score_gemma":0.01646787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0103038,"about_ca_topic_score_gemma":0.0057596,"domain_scores_codex":[0.9544521,0.02617908,0.003355639,0.003884668,0.008757195,0.003371432],"domain_scores_gemma":[0.8867335,0.07788675,0.005754148,0.01060341,0.01399991,0.005022257],"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":[0.000006543014,0.00001389542,0.000470839,0.00004668754,0.000003636107,0.00003267024,0.001875461,0.00007552622,0.00001874499,0.9911324,0.00177352,0.004549928],"study_design_scores_gemma":[0.0000238788,0.00002076532,0.0006077865,0.0004953291,0.00001051075,0.0001695517,0.003119824,0.0007069063,0.0001315717,0.9464917,0.04819089,0.00003123059],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01291571,0.00609201,0.3468542,0.1467672,0.001046444,0.0009078194,0.0007640466,0.0006606152,0.483992],"genre_scores_gemma":[0.5180382,0.007439507,0.3994425,0.02962189,0.001739422,0.005118123,0.001361278,0.0004813577,0.03675772],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04602825,"threshold_uncertainty_score":0.2434235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5491912103233049,"score_gpt":0.5529128637733244,"score_spread":0.003721653450019513,"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."}}