{"id":"W4221148276","doi":"10.21468/scipostphysproc.9.001","title":"EXCESS workshop: Descriptions of rising low-energy spectra","year":2022,"lang":"en","type":"article","venue":"SciPost Physics Proceedings","topic":"Dark Matter and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; TRIUMF; Laurentian University; University of Alberta; University of Toronto; Royal Military College of Canada; Queen's University","funders":"SLAC National Accelerator Laboratory; Pacific Northwest National Laboratory; Israeli Centers for Research Excellence; European Research Council; Science and Technology Facilities Council; Austrian Science Fund; Université de Lyon; Office of Science; Battelle; Ministry of Science and Higher Education of the Russian Federation; Ambrose Monell Foundation; Bundesministerium für Bildung und Forschung; Canada Research Chairs; Deutsche Forschungsgemeinschaft; U.S. Department of Energy; European Commission; Österreichische Forschungsförderungsgesellschaft; Department of Science and Technology, Ministry of Science and Technology, India; Heising-Simons Foundation; Fermilab; Science and Engineering Research Board; National Science Foundation; UK Research and Innovation; Agence Nationale de la Recherche; Natural Sciences and Engineering Research Council of Canada; Northwestern University; Simons Foundation; Israel Science Foundation; Horizon 2020; Russian Foundation for Basic Research; Institut des Origines de Lyon; Azrieli Foundation","keywords":"Event (particle physics); Data science; Sensitivity (control systems); Visualization; Computer science; Spectral line; Energy (signal processing); Physics; Astrophysics; Astronomy; Data mining; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001247125,0.0001777082,0.000229095,0.000069707,0.0003987709,0.00008492815,0.0004009182,0.000007611292,0.0002531054],"category_scores_gemma":[0.000001411368,0.0001980442,0.0001318654,0.0005847892,0.00007709037,0.0003538544,0.0003115086,0.0002301526,0.000008581951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005819557,"about_ca_system_score_gemma":0.00006501483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009235665,"about_ca_topic_score_gemma":3.396823e-7,"domain_scores_codex":[0.9987643,0.000009968568,0.000255168,0.0003106584,0.0003252246,0.0003346854],"domain_scores_gemma":[0.9994555,0.00001817365,0.0001905378,0.0001519744,0.000104875,0.00007892334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001098149,0.001765737,0.01394088,0.0001331836,0.0003823358,0.000001903219,0.00846717,0.0008292231,0.1103235,0.7604128,0.05495097,0.04868252],"study_design_scores_gemma":[0.0007182278,0.0001055264,0.0006535052,0.00006510142,0.0000878643,0.000002574788,0.006832496,0.0007561512,0.01911733,0.9667912,0.004307829,0.0005622007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7685487,0.00008570747,0.01543293,0.0004546785,0.000570199,0.0002448263,0.0001877422,0.0001266993,0.2143485],"genre_scores_gemma":[0.9981883,9.650612e-7,0.0002248481,0.0002941331,0.0003725355,0.00007288343,0.0000388202,0.0000337975,0.0007737281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296396,"threshold_uncertainty_score":0.8076007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122096885762057,"score_gpt":0.2253323297888851,"score_spread":0.2131226412126794,"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."}}