{"id":"W4383893105","doi":"10.2172/1988450","title":"Scale Tests of the New DUNE Data Pipeline","year":2023,"lang":"en","type":"article","venue":"","topic":"Aerosol Filtration and Electrostatic Precipitation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"High Energy Physics; Horizon 2020 Framework Programme; Institut National de Physique Nucléaire et de Physique des Particules; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Office of Science; European Commission; Ministerio de Ciencia e Innovación; Centre National de la Recherche Scientifique; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Conselho Nacional de Desenvolvimento Científico e Tecnológico; European Regional Development Fund; U.S. Department of Energy; Junta de Andalucía; Fundação para a Ciência e a Tecnologia; Fundação de Amparo à Pesquisa do Estado de Goiás; Fermilab; UK Research and Innovation; National Science Foundation; Royal Society; National Energy Research Scientific Computing Center; Xunta de Galicia; CERN; Fundação de Amparo à Pesquisa do Estado de São Paulo; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Scale (ratio); Computer science; Pipeline (software); Geology; Cartography; Programming language; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.00007111069,0.00003582644,0.00004430335,0.00001551891,0.00001589898,0.000006783868,0.0001684305,0.00001629022,0.0001000901],"category_scores_gemma":[0.00004979548,0.00002202808,0.00001016937,0.0002776317,0.000008373414,0.00008085301,0.00003661672,0.00003587218,0.0001042948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004790725,"about_ca_system_score_gemma":0.00001685004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001677853,"about_ca_topic_score_gemma":0.0002163074,"domain_scores_codex":[0.9996791,0.000005464027,0.0001031913,0.00005523548,0.00008095046,0.00007607432],"domain_scores_gemma":[0.9996283,0.00003407545,0.00001029969,0.0002950736,0.00001134541,0.00002088354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001715146,0.000005709695,0.0005997948,0.00001803707,0.000007427186,1.422632e-7,0.0003495116,0.005147288,0.09271605,0.0002945827,0.8810037,0.01985601],"study_design_scores_gemma":[0.0004442288,0.00001806777,0.05380285,0.00002503053,0.00001771741,0.000002494743,0.0001603916,0.8207349,0.09939648,0.001806901,0.0234279,0.0001630824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5006332,0.0002265615,0.3746059,0.02134445,0.002633339,0.0009899831,0.0002002213,0.003500836,0.09586548],"genre_scores_gemma":[0.9858923,0.00002822477,0.002007108,0.00009175974,0.00005515935,0.000001471035,0.0001066923,0.00001104968,0.01180624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8575758,"threshold_uncertainty_score":0.1340533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617421786601088,"score_gpt":0.2598468403942397,"score_spread":0.2336726225282288,"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."}}