{"id":"W4412056070","doi":"10.1007/978-3-031-97554-7","title":"Computational Science – ICCS 2025 Workshops","year":2025,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Oak Ridge National Laboratory; Universitat Politècnica de València; University of Illinois at Urbana-Champaign; Agenzia Nazionale per le Nuove Tecnologie, l'Energia e lo Sviluppo Economico Sostenibile; University of California, San Diego; Al-Furat Al-Awsat Technical University; Pázmány Péter Katolikus Egyetem; Instituto Politécnico de Bragança; Universidade de Trás-os-Montes e Alto Douro; Universidade Nova de Lisboa; ITMO University; Szkola Glówna Gospodarstwa Wiejskiego w Warszawie; Butler University; Bureau de Recherches Géologiques et Minières; Universitat Autònoma de Barcelona; University of Gondar; Durham University; University of Chinese Academy of Sciences; Universidade de São Paulo; RWTH Aachen University; Universiti Teknologi Malaysia; Curtin University of Technology; Università degli Studi di Firenze; King Abdullah University of Science and Technology; Ministry of Education, India; Euskal Herriko Unibertsitatea; Zachodniopomorski Uniwersytet Technologiczny w Szczecinie; Silesian University of Technology; Universiteit van Amsterdam; Monash University; University of Westminster; Universidade Federal de Minas Gerais; Universiti Malaysia Sabah; Universidad de Málaga; Akademia Górniczo-Hutnicza im. Stanislawa Staszica; Universität Hamburg; Sungkyunkwan University; National University of Singapore; National Research Foundation; Universiti Teknikal Malaysia Melaka; University College London; Università degli studi di Bergamo; Université de Genève; Vrije Universiteit Amsterdam; Imperial College London; Uniwersytet Warszawski; Agency for Science, Technology and Research; University of Illinois at Chicago; Universidad de Sevilla; Basque Center for Applied Mathematics; King's College London; Politechnika Gdańska; Chinese Academy of Sciences; Science and Technology Facilities Council; University of Glasgow; Nvidia; Wilfrid Laurier University; University of South Carolina; RTI International","keywords":"Computer science; Data science","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","sts","scholarly_communication","open_science"],"consensus_categories":["sts"],"category_scores_codex":[0.01904687,0.000612165,0.0008140372,0.005798287,0.001339063,0.005166433,0.01264093,0.0002491908,0.0001988186],"category_scores_gemma":[0.00679757,0.0005026675,0.0002196824,0.01386679,0.004799027,0.001041312,0.007144804,0.001013423,0.0004682788],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001076732,"about_ca_system_score_gemma":0.007850495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002300048,"about_ca_topic_score_gemma":0.00005716891,"domain_scores_codex":[0.9841551,0.0001537361,0.001485768,0.004617671,0.008310869,0.001276858],"domain_scores_gemma":[0.9881998,0.005490161,0.0006031967,0.003702923,0.001658922,0.0003449745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005646378,0.00004137903,0.0001512925,0.00001272877,0.000005139983,0.00002703692,0.0002260046,0.3573666,0.000004681995,0.003355573,0.01734476,0.6214592],"study_design_scores_gemma":[0.0002210368,0.00004218928,0.00110706,0.0003654881,0.00001027936,0.00001152268,0.000001957743,0.6242723,0.00004282448,0.3426335,0.03078718,0.0005046563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001902116,0.0002856699,0.9556472,0.001503606,0.009785292,0.0004969263,0.0000363962,0.0001395648,0.03191509],"genre_scores_gemma":[0.1373508,0.00002694889,0.7380262,0.009293898,0.002184959,0.00003589853,0.0001330087,0.00006766241,0.1128806],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6209545,"threshold_uncertainty_score":0.9999611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06019824920372492,"score_gpt":0.3637499761309459,"score_spread":0.303551726927221,"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."}}