{"id":"W6884889869","doi":"10.13140/2.1.3980.0962","title":"Visualization Studio: Two Years of Experience at the University of Calgary","year":2014,"lang":"en","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Visualization; Data visualization; Information visualization","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001334214,0.0000288658,0.00006079577,0.00002403822,0.00004487906,0.000007530383,0.0004040278,0.00001033402,0.00007715635],"category_scores_gemma":[0.00002860714,0.00002355463,0.00002009288,0.000249202,0.00007993068,0.0001260268,0.0002598045,0.0000119089,0.00001419018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009020283,"about_ca_system_score_gemma":0.00001299386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009197254,"about_ca_topic_score_gemma":0.00006037558,"domain_scores_codex":[0.9995762,0.00004984322,0.00008110009,0.00009543314,0.0001476023,0.00004985015],"domain_scores_gemma":[0.9995456,0.00004271419,0.00006606149,0.0002687508,0.00005735859,0.00001945554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000557065,0.0001023062,0.01267552,0.0000142555,0.00001772262,0.000001261367,0.01019299,0.0002749148,0.002229941,0.9450504,0.005512288,0.02392279],"study_design_scores_gemma":[0.0005601104,0.00007847197,0.02138732,0.00001737583,0.00001114685,0.000001652888,0.0006769808,0.9190835,0.009845666,0.0004208085,0.04778076,0.0001361547],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07714269,0.000007854525,0.9201019,0.00003964786,0.00003957983,0.00003116246,9.220784e-7,0.00001914695,0.002617052],"genre_scores_gemma":[0.996721,0.00001556677,0.001794688,0.00012778,0.000004204152,7.310441e-8,0.000004204448,0.000001540011,0.001330925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9446296,"threshold_uncertainty_score":0.09605299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849450291932948,"score_gpt":0.2885480506733075,"score_spread":0.270053547753978,"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."}}