{"id":"W3089301181","doi":"10.1017/s1551929520001315","title":"libMCXray: A Monte Carlo Simulator for Signal Analysis inside Dragonfly Software","year":2020,"lang":"en","type":"article","venue":"Microscopy Today","topic":"Electron and X-Ray Spectroscopy Techniques","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Object Research Systems (Canada)","funders":"","keywords":"Monte Carlo method; Computer science; Simulation; Software; Mathematics; Operating system; Statistics","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":[0.001088851,0.001565316,0.0009331048,0.0008789326,0.0007654849,0.001646927,0.003960752,0.001674402,0.07104323],"category_scores_gemma":[0.004103616,0.001167136,0.001032936,0.0006883056,0.0006456412,0.001531395,0.001342107,0.002623135,0.01148233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001187266,"about_ca_system_score_gemma":0.00176185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008125232,"about_ca_topic_score_gemma":0.009889058,"domain_scores_codex":[0.9994954,0.0001032994,0.00003618609,0.00009782078,0.0001895786,0.00007765984],"domain_scores_gemma":[0.9984599,0.000870386,0.00007312471,0.0001707791,0.0003177892,0.0001080431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001887973,0.0004571395,0.00626255,0.001999155,0.0007714575,0.0008566177,0.001270521,0.3048907,0.02586251,0.05065663,0.2988795,0.3062052],"study_design_scores_gemma":[0.000326508,0.00007361239,0.0004367571,0.00008719673,0.00007329101,0.0001316785,0.00005009571,0.9025772,0.02511708,0.01177069,0.0592535,0.0001023343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01391865,0.0003004395,0.6836841,0.0002938928,0.0002518146,0.0002330117,0.004310588,0.283913,0.01309454],"genre_scores_gemma":[0.256543,0.000498982,0.5914637,0.001063249,0.0001223323,0.001392206,0.007959874,0.1144195,0.02653726],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.07104323,"threshold_uncertainty_score":0.2376633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501592218297045,"score_gpt":0.2863180275307844,"score_spread":0.271302105347814,"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."}}