{"id":"W4285601420","doi":"10.1109/mcg.2022.3180573","title":"Visual Analysis and Processing of Diverse Data","year":2022,"lang":"en","type":"article","venue":"IEEE Computer Graphics and Applications","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Zhàng; Editor in chief; Queue; Data visualization; Computer graphics; Data science; Computer graphics (images); Visualization; Artificial intelligence; Programming language; History; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.0001923911,0.00006487398,0.0001214746,0.0002678192,0.0003408975,0.0001128739,0.0006492036,0.00001333891,0.000003674498],"category_scores_gemma":[0.000001079172,0.00006728531,0.0000241319,0.001490488,0.00007163794,0.0002161761,0.001029349,0.00006661651,3.706022e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003207112,"about_ca_system_score_gemma":0.00002465769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002231333,"about_ca_topic_score_gemma":0.000007309972,"domain_scores_codex":[0.9992192,0.00002876109,0.0001630187,0.0003397858,0.0001684429,0.00008082383],"domain_scores_gemma":[0.999265,0.00003369655,0.0001043498,0.0004859896,0.00005435456,0.00005665521],"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":[0.00000264395,0.0004852673,0.01792689,0.00008402569,0.0003378664,0.000002786659,0.0006462464,0.00101121,0.0001271419,0.6780599,0.002363807,0.2989522],"study_design_scores_gemma":[0.00009752558,0.00002181958,0.003298383,0.000001588885,0.00008430632,0.000003368232,0.00002824438,0.9783961,0.00001334769,0.001310085,0.01665881,0.00008643626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004566574,0.0001149236,0.9948978,0.0001519667,0.00002281262,0.00008538085,0.0001039851,0.00003490744,0.00002165882],"genre_scores_gemma":[0.9818816,0.0001321259,0.01719201,0.0005024254,0.00004320049,0.0000229882,0.0002042348,0.00000467282,0.00001672747],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9777058,"threshold_uncertainty_score":0.2743815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03822345490722612,"score_gpt":0.3214826440038426,"score_spread":0.2832591890966165,"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."}}