{"id":"W2561211596","doi":"10.1002/mp.12061","title":"Heterogeneous multiscale Monte Carlo simulations for gold nanoparticle radiosensitization","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Monte Carlo method; Brachytherapy; Imaging phantom; Computational physics; Photon; Physics; Isotropy; RADIUS; Point source; Fluence; Materials science; Optics; Nuclear physics; Irradiation; Computer science; Mathematics; Statistics; Radiation therapy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000939304,0.00008884587,0.0001674875,0.00002239578,0.00005819451,0.000007107819,0.00004575654,0.00008535061,0.0001037383],"category_scores_gemma":[0.0003330192,0.0000604366,0.00008876168,0.0001187409,0.00007134531,0.00007430774,0.000009763917,0.00004999065,0.00003492899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004898067,"about_ca_system_score_gemma":0.00005843736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005324602,"about_ca_topic_score_gemma":0.000003646107,"domain_scores_codex":[0.9991168,0.0000241097,0.0001951176,0.0001701211,0.0003092975,0.0001845921],"domain_scores_gemma":[0.9991832,0.0002709777,0.00004628903,0.0001878037,0.00008745595,0.0002242582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007448629,0.001260989,0.02738133,0.0001282912,0.0003386785,0.00005243563,0.0007340088,0.00314729,0.1962896,0.001084105,0.01362196,0.7552164],"study_design_scores_gemma":[0.01457725,0.0007665161,0.007135811,0.0002537837,0.0002175838,0.00005380405,0.00001653295,0.200508,0.7537446,0.003246111,0.01900843,0.0004715756],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9045525,0.0001175969,0.09054989,0.003914074,0.0002305277,0.0004018582,0.00004144319,0.0001063052,0.00008577955],"genre_scores_gemma":[0.9968603,0.0000138045,0.0002276713,0.001389705,0.0006169706,0.00001646794,0.0000143525,0.00002182421,0.0008388691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7547448,"threshold_uncertainty_score":0.2464533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01767217830725145,"score_gpt":0.2847954221200836,"score_spread":0.2671232438128321,"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."}}