{"id":"W1546260705","doi":"","title":"Interaction flow in educational visualization tools: A study","year":2009,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Visualization; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004925723,0.0004197473,0.000413763,0.003941502,0.00166089,0.004008831,0.0007482119,0.001053752,0.005666745],"category_scores_gemma":[0.0367579,0.0004379483,0.0005254313,0.001520147,0.001082767,0.0044256,0.001514705,0.001043138,0.0004820054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107683,"about_ca_system_score_gemma":0.001314174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002515669,"about_ca_topic_score_gemma":0.001770295,"domain_scores_codex":[0.996343,0.002253763,0.0002224419,0.0002739863,0.0005927203,0.0003141197],"domain_scores_gemma":[0.9646244,0.0293423,0.002154951,0.0008326238,0.002171621,0.0008740689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003197242,0.006009293,0.3307171,0.001293659,0.0001468215,0.001293528,0.4142304,0.0007649947,0.01518707,0.0108664,0.001714037,0.2145795],"study_design_scores_gemma":[0.0005347444,0.00636015,0.6280954,0.001739799,0.0005924579,0.006160047,0.2835519,0.01416128,0.01654978,0.009137561,0.03281704,0.0002998393],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887037,0.0004986844,0.004721265,0.0001236787,0.00001403766,0.0001552164,0.00006746675,0.00005033638,0.005665655],"genre_scores_gemma":[0.9940253,0.0003359244,0.002763714,0.00004304016,0.00001295736,0.0001376311,0.00006107325,0.00004446471,0.002575957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005666745,"threshold_uncertainty_score":0.02605003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07699937298246405,"score_gpt":0.3912837197196219,"score_spread":0.3142843467371578,"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."}}