{"id":"W4226289929","doi":"","title":"EXCESS workshop: Descriptions of rising low-energy spectra","year":2022,"lang":"en","type":"paratext","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; Pacific Northwest National Laboratory; Israeli Centers for Research Excellence; Science and Technology Facilities Council; Northwestern University; Natural Sciences and Engineering Research Council of Canada; Austrian Science Fund; Université de Lyon; Office of Science; Ambrose Monell Foundation; Bundesministerium für Bildung und Forschung; Canada Research Chairs; Battelle; Agence Nationale de la Recherche; U.S. Department of Energy; European Commission; High Energy Physics; Deutsche Forschungsgemeinschaft; Fermilab; National Science Foundation; Science and Engineering Research Board; UK Research and Innovation; Österreichische Forschungsförderungsgesellschaft; Department of Science and Technology, Ministry of Science and Technology, India; Russian Foundation for Basic Research; Institut des Origines de Lyon; Azrieli Foundation","keywords":"Spectral line; Computer science; Astrobiology; Engineering physics; Physics; Astronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002581235,0.001444689,0.0004658494,0.005726749,0.001059457,0.003852542,0.002205934,0.0008959941,0.1087856],"category_scores_gemma":[0.006316313,0.0005041362,0.0009173881,0.005407097,0.0005105508,0.004216477,0.00460849,0.001717276,0.05089482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144471,"about_ca_system_score_gemma":0.001303134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002404684,"about_ca_topic_score_gemma":0.003826799,"domain_scores_codex":[0.9985328,0.0002925567,0.0001570394,0.0001709499,0.0006164945,0.0002301862],"domain_scores_gemma":[0.9952212,0.001883759,0.0003569975,0.0008793736,0.0008854934,0.0007731576],"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":[0.000421753,0.00006926352,0.001887507,0.001014843,0.00001716716,0.0007619038,0.001497857,0.001540067,0.003291742,0.01690853,0.9193236,0.05326575],"study_design_scores_gemma":[0.00002501905,0.00002840545,0.002533884,0.0001698786,0.000007422737,0.0003208219,0.0007217391,0.001150496,0.002329242,0.0063337,0.9863309,0.00004854221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.02837986,0.001946469,0.08527755,0.004175599,0.003625036,0.001391053,0.4953742,0.06143322,0.3183969],"genre_scores_gemma":[0.1087236,0.003103891,0.08873783,0.002349714,0.00141257,0.003387135,0.5604063,0.03279471,0.1990842],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1087856,"threshold_uncertainty_score":0.363924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377714196943239,"score_gpt":0.2484652946373603,"score_spread":0.2346881526679279,"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."}}