{"id":"W4414492320","doi":"10.22323/1.501.1088","title":"Status update of various simulation components for P-ONE.","year":2025,"lang":"en","type":"article","venue":"","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Alliance de recherche numérique du Canada; UK Research and Innovation; Deutsche Forschungsgemeinschaft; Canada First Research Excellence Fund; National Science Foundation","keywords":"Neutrino; Telescope; Cherenkov radiation; Cascade; Neutrino detector; Neutrino oscillation","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001252189,0.000053294,0.0001022587,0.0001140436,0.00005411727,0.00003519198,0.0002752487,0.00003153905,0.000003463901],"category_scores_gemma":[0.00003267057,0.00005261425,0.00003361806,0.0002249096,0.00001233717,0.0001081884,0.0001030256,0.00002573806,0.000002106334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001657415,"about_ca_system_score_gemma":0.0000354632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002556755,"about_ca_topic_score_gemma":0.000001125877,"domain_scores_codex":[0.9994417,0.00002101189,0.0001840581,0.000152138,0.00007839933,0.0001226663],"domain_scores_gemma":[0.9994172,0.0001207139,0.00006483457,0.0002365891,0.0001389785,0.00002164091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001867103,0.0001431262,0.0007807026,0.00004556105,0.00003356108,1.81314e-7,0.0001247472,0.5483854,0.0004360166,0.4102996,0.002471883,0.03726052],"study_design_scores_gemma":[0.0002351163,0.00002423244,0.001027057,0.00001413573,0.000002969071,5.534183e-8,9.1161e-7,0.9736862,0.003354932,0.01713399,0.004467709,0.0000527225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001382237,0.00002883039,0.9939652,0.0002324353,0.0000957128,0.0001791066,0.000001735946,0.0002803559,0.003834363],"genre_scores_gemma":[0.5759949,0.00000624572,0.4235317,0.0001986501,0.00000330053,0.000004110106,0.00000514581,0.00000155004,0.0002544506],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5746127,"threshold_uncertainty_score":0.2145547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02898489331092837,"score_gpt":0.3082841712353055,"score_spread":0.2792992779243771,"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."}}