{"id":"W4407987320","doi":"10.1002/mp.17633","title":"Dosimetric impact of physics libraries for electronic brachytherapy Monte Carlo studies","year":2025,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University; Université Laval; Princess Margaret Cancer Centre; McGill University; University Health Network","funders":"Canadian Institutes of Health Research; Generalitat Valenciana","keywords":"Monte Carlo method; Brachytherapy; Medical physics; Dosimetry; Physics; Nuclear medicine; Statistical physics; Medicine; Computer science; Computational physics; Nuclear physics; Radiology; Radiation therapy; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002516936,0.000783067,0.0005602062,0.001110672,0.0006513867,0.001783855,0.001231489,0.000758296,0.005824232],"category_scores_gemma":[0.009373846,0.0006574308,0.0009733262,0.001575295,0.0003650488,0.0008937241,0.001094724,0.0007233632,0.001013194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147658,"about_ca_system_score_gemma":0.001206368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005370395,"about_ca_topic_score_gemma":0.005874471,"domain_scores_codex":[0.9985454,0.000609607,0.0001492533,0.0001319912,0.0004803422,0.00008349094],"domain_scores_gemma":[0.9922701,0.004552642,0.0004642834,0.001149785,0.001398456,0.0001648092],"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":[0.0008769504,0.0002473083,0.01729936,0.0003888248,0.0002729489,0.0001698563,0.000179299,0.9084916,0.01350064,0.007212451,0.002261003,0.04909978],"study_design_scores_gemma":[0.0001411387,0.0003342405,0.01113036,0.0001091804,0.0002278681,0.0001880779,0.00006868016,0.9356453,0.03825087,0.003023145,0.01079584,0.0000853257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6047972,0.003472157,0.3249837,0.0008788521,0.0002325026,0.0006715727,0.003833082,0.01077454,0.05035635],"genre_scores_gemma":[0.9321065,0.0007170814,0.06092884,0.0002567641,0.00003228728,0.0002943007,0.001778198,0.001696832,0.002189119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005824232,"threshold_uncertainty_score":0.01948404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396896193152677,"score_gpt":0.349234675046092,"score_spread":0.3352657131145653,"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."}}