{"id":"W4412591878","doi":"10.1111/cgf.70143","title":"Front Matter","year":2025,"lang":"en","type":"paratext","venue":"Computer Graphics Forum","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; School of Medicine, Stanford University; Stony Brook University; Sorbonne Université; Helmholtz-Zentrum Potsdam - Deutsches GeoForschungsZentrum GFZ; Universität Stuttgart; Universität Duisburg-Essen; Newcastle University; Rheinische Friedrich-Wilhelms-Universität Bonn; Syddansk Universitet; Linköpings Universitet; Universitetet i Bergen; Zhejiang University; Centre National de la Recherche Scientifique; Université de Toulouse; Tianjin University; Simon Fraser University; Universität Zürich; Universität Rostock; Technische Universität München; Tsinghua University; Renmin University of China; Gottfried Wilhelm Leibniz Universität Hannover; Linnéuniversitetet; North Carolina State University; Carnegie Mellon University; Advanced Micro Devices; Khalifa University of Science, Technology and Research; École Centrale de Lyon; Fudan University; Université Paris-Saclay; Universita degli Studi di Bari Aldo Moro; Universiteit Utrecht; Nanyang Technological University; University of Leeds; Augusta University; Indian Institute of Technology Kanpur; King Abdullah University of Science and Technology; York University; Technische Universität Kaiserslautern; Technische Universität Wien; Leibniz-Gemeinschaft; Sapienza Università di Roma; Universität Wien; Emory University; University of Oklahoma; Purdue University; Medizinischen Hochschule Hannover; Universität Passau; University of Notre Dame; Brown University","keywords":"Computer science; Computer graphics (images); Front (military); Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006869624,0.001142476,0.001175766,0.001499014,0.002014312,0.009059702,0.001729706,0.005116547,0.9275846],"category_scores_gemma":[0.003481089,0.0004079119,0.0007931122,0.001268341,0.001059411,0.003469848,0.003175078,0.002742774,0.9263756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281533,"about_ca_system_score_gemma":0.001577138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00107385,"about_ca_topic_score_gemma":0.001516709,"domain_scores_codex":[0.9989327,0.00006406827,0.00004063333,0.0003729763,0.0004397588,0.0001498993],"domain_scores_gemma":[0.9983979,0.0002040507,0.00008801254,0.0002444977,0.0004682706,0.0005974178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000575241,0.00004358251,0.0002716602,0.0002991778,0.00001039485,0.0001232578,0.00007148101,0.00006754771,0.001256043,0.009314151,0.8377191,0.1507661],"study_design_scores_gemma":[0.00000533724,0.00000735085,0.0001295429,0.00005994182,0.000001762754,0.00006090742,0.00003321192,0.00003067218,0.0001376684,0.0009445198,0.9985862,0.000003009206],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005164174,0.001866769,0.001046165,0.006573098,0.007588434,0.00005570458,0.002323237,0.00182919,0.978201],"genre_scores_gemma":[0.001902919,0.001185054,0.0003556702,0.00251583,0.001011234,0.00003080731,0.001348273,0.0005161405,0.991134],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07241535,"threshold_uncertainty_score":0.1032916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522799382029592,"score_gpt":0.280637806926757,"score_spread":0.2654098131064611,"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."}}