{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001573649,0.0004652124,0.0005357772,0.0007628921,0.0002127265,0.0008353801,0.003066292,0.0003906651,0.001984929],"category_scores_gemma":[0.000004625084,0.0004518041,0.0003180086,0.0007304286,0.00008037921,0.000362805,0.001943671,0.0005082894,0.04317972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004261063,"about_ca_system_score_gemma":0.000231672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000202645,"about_ca_topic_score_gemma":0.000007582811,"domain_scores_codex":[0.9974782,0.00009449033,0.0005249366,0.0009075354,0.0004213633,0.000573509],"domain_scores_gemma":[0.9976317,0.00007671437,0.0002412399,0.001683244,0.0002108831,0.0001561741],"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":[7.690666e-7,0.0000470785,0.00006529428,0.00009469201,0.00007499119,0.000006421749,0.00003012403,0.00003550242,1.72358e-7,0.08315535,0.9141006,0.002388994],"study_design_scores_gemma":[0.0001727061,0.0000319027,0.00004519338,0.0001920716,0.00001793036,0.000005447036,0.000001755603,0.1260971,0.00001126419,0.001721408,0.8712699,0.0004333551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[7.516041e-7,0.0006732359,0.9025384,0.002098795,0.008353493,0.0001879799,0.0001494367,0.0001365287,0.08586143],"genre_scores_gemma":[0.0001864999,0.001187729,0.03867226,0.05865283,0.001043346,0.00003870993,0.002323566,0.00007646281,0.8978186],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8638661,"threshold_uncertainty_score":0.9997934,"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."}}