{"id":"W6989450207","doi":"","title":"A benchmark for Monte Carlo simulations in gamma-ray spectrometry","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Radioactivity and Radon Measurements","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Monte Carlo method; Coincidence; Detector; Benchmark (surveying); Metrology; Semiconductor detector; Coincidence counting; Annihilation; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004875552,0.001462056,0.001230573,0.001726626,0.0009776503,0.002780772,0.002733417,0.002601263,0.008981166],"category_scores_gemma":[0.0218656,0.000570429,0.0009787234,0.002513133,0.0007973033,0.001502821,0.001426828,0.001765432,0.002605925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662281,"about_ca_system_score_gemma":0.001631185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005336605,"about_ca_topic_score_gemma":0.002735915,"domain_scores_codex":[0.996528,0.001592908,0.0002309566,0.0002351092,0.00117368,0.0002393573],"domain_scores_gemma":[0.9844869,0.01027094,0.0004645266,0.0014929,0.002899853,0.0003848768],"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":[0.0003875368,0.0002218715,0.003381236,0.0006193471,0.0001034555,0.0001700509,0.0002502722,0.9024705,0.002909338,0.03048581,0.007989435,0.05101117],"study_design_scores_gemma":[0.00006518139,0.0001191782,0.0006969597,0.0002519372,0.00003228803,0.00009004292,0.00009085565,0.9513805,0.006551765,0.01774439,0.02292472,0.00005225647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1244244,0.007370166,0.7583011,0.001588012,0.0009583085,0.0007034542,0.007361272,0.02013716,0.07915619],"genre_scores_gemma":[0.5265354,0.002431378,0.4502368,0.0003289493,0.0001575209,0.001113554,0.00810429,0.005796679,0.005295437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008981166,"threshold_uncertainty_score":0.03004497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04852793543802478,"score_gpt":0.3361534762643073,"score_spread":0.2876255408262825,"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."}}