{"id":"W4402606796","doi":"10.2139/ssrn.4959817","title":"A Universal Implementation of Radiative Effects in Neutrino Event Generators","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Neutrino Physics Research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Event (particle physics); Neutrino; Physics; Radiative transfer; Particle physics; Computer science; Astrophysics; Optics","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008548129,0.0002909812,0.000416778,0.0004933847,0.00005516087,0.00007130593,0.0004067896,0.00008215464,0.0000544933],"category_scores_gemma":[7.605905e-7,0.0002913425,0.0003188597,0.0003611546,0.00003917476,0.00008663097,0.0005290521,0.005204315,0.00002033246],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001822556,"about_ca_system_score_gemma":0.007745555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001730882,"about_ca_topic_score_gemma":0.0004399089,"domain_scores_codex":[0.9968184,0.0002696707,0.0004601103,0.0003712644,0.0004120712,0.001668525],"domain_scores_gemma":[0.9991706,0.00007985732,0.0003169653,0.000229566,0.0001115354,0.00009148863],"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":[0.00004273893,0.0001600064,0.01582322,0.0001406557,0.0009376943,0.00001258876,0.0008124374,0.003155543,0.001294977,0.9089805,0.00004927266,0.06859034],"study_design_scores_gemma":[0.002096808,0.000375969,0.003055719,0.0002492759,0.0001717516,0.000007375017,0.004056809,0.0004515063,0.0568754,0.9321397,0.00006651742,0.0004531894],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924759,0.001680766,0.003135764,0.000171075,0.0004317645,0.0006834859,0.00005279051,0.0000131671,0.001355346],"genre_scores_gemma":[0.9987374,0.0003541143,0.00001996621,0.000003983009,0.0006258531,0.00004331818,0.00003924018,0.00004716935,0.0001289427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06813715,"threshold_uncertainty_score":0.9999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006751070938927375,"score_gpt":0.311774981322367,"score_spread":0.3050239103834396,"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."}}