{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01219195,0.002180002,0.001691419,0.002858147,0.004261182,0.009404426,0.004456955,0.00298582,0.02683071],"category_scores_gemma":[0.01258501,0.001595224,0.0009254894,0.004295295,0.002899701,0.004707224,0.005929383,0.005209721,0.008748179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003049307,"about_ca_system_score_gemma":0.008842067,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02618636,"about_ca_topic_score_gemma":0.04640794,"domain_scores_codex":[0.9955387,0.001097034,0.0001575051,0.001026253,0.001246743,0.0009338507],"domain_scores_gemma":[0.9740831,0.003231962,0.0003484329,0.001476621,0.006389094,0.0144707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001570914,0.004031832,0.01050691,0.0008691229,0.0002884209,0.002853269,0.08926085,0.004997569,0.03751453,0.01177536,0.2791397,0.5571915],"study_design_scores_gemma":[0.0005022154,0.001929858,0.02435034,0.0009932596,0.0001793719,0.002267205,0.04806745,0.009771684,0.01739076,0.01323907,0.8809026,0.0004062719],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4378837,0.01785342,0.3276617,0.02939966,0.003167226,0.001456522,0.004041744,0.03223528,0.1463007],"genre_scores_gemma":[0.3880858,0.01545326,0.3543386,0.004241209,0.001121799,0.0004285424,0.007825929,0.01507558,0.2134293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9738137,"threshold_uncertainty_score":0.08975762,"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."}}