{"id":"W4400097967","doi":"10.1007/978-3-031-63772-8","title":"Computational Science – ICCS 2024","year":2024,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Universitat Politècnica de València; Houston Methodist Research Institute; NOVA Laboratory for Computer Science and Informatics; Pázmány Péter Katolikus Egyetem; King's College London; Basque Center for Applied Mathematics; Politechnika Koszalińska; Universidade Federal de Minas Gerais; Universidade de Santiago de Compostela; National University of Defense Technology; Université de Genève; Bulgarian Academy of Sciences; Universidade Nova de Lisboa; Central Michigan University; Durham University; Universidade de São Paulo; Instituto Politécnico de Bragança; Houston Methodist Hospital; Universitetet i Oslo; Universidad de Murcia; Universität Hamburg; Danmarks Tekniske Universitet; Consiglio Nazionale delle Ricerche; Euskal Herriko Unibertsitatea; Queen's University; King Abdullah University of Science and Technology; Forschungszentrum Jülich; Universiteit van Amsterdam; Università degli Studi di Milano-Bicocca; Politechnika Warszawska; Fundação para a Ciência e a Tecnologia; Università degli Studi di Milano; Curtin University of Technology; Nanyang Technological University; Universidade de Trás-os-Montes e Alto Douro; Science and Technology Facilities Council; University of Glasgow; Universiteit Leiden; Universidade de Aveiro; University of Westminster; Universidad de Málaga; University of Southern California; University College London; Scuola Internazionale Superiore di Studi Avanzati; Imperial College London; RTI International; UK Research and Innovation; University of Twente; Wilfrid Laurier University; Universidad de Sevilla; Universitat Autònoma de Barcelona; Institut de Ciències Fotòniques","keywords":"Computer science; Theoretical computer 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01969173,0.000594837,0.0006852073,0.005641283,0.0008741707,0.007776714,0.01011592,0.0002012281,0.0003519744],"category_scores_gemma":[0.003337395,0.0004568989,0.0002264328,0.01184893,0.004994124,0.001018398,0.006781215,0.001115504,0.002989819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047085,"about_ca_system_score_gemma":0.005405957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002071408,"about_ca_topic_score_gemma":0.00004843885,"domain_scores_codex":[0.9829768,0.00009868322,0.001349281,0.004869727,0.009511036,0.001194477],"domain_scores_gemma":[0.9920184,0.002986327,0.0004023513,0.003099219,0.001104878,0.0003888456],"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":[0.000004292839,0.00003948261,0.00006351994,0.00002864517,0.000007878767,0.0001151069,0.0005803403,0.3217614,0.00001546502,0.004556308,0.04297659,0.629851],"study_design_scores_gemma":[0.00008877578,0.0000483267,0.0001745063,0.0002217188,0.00000919313,0.00003577929,0.000001371926,0.5467705,0.00003285615,0.4024175,0.04980958,0.000389936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002681903,0.0005215676,0.9436168,0.001441973,0.02038159,0.00042186,0.00005565713,0.000183927,0.03310844],"genre_scores_gemma":[0.2515538,0.00002779564,0.5396362,0.006952198,0.005528968,0.00004113333,0.0001206747,0.0001785839,0.1959606],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6294611,"threshold_uncertainty_score":0.9997883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06386910071344261,"score_gpt":0.3647214760327171,"score_spread":0.3008523753192745,"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."}}