{"id":"W3212258289","doi":"10.1088/1361-6560/ac3a24","title":"A new DOSXYZnrc method for Monte Carlo simulations of 4D dose distributions","year":2021,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbotsford Veterinary Clinic; BC Cancer Foundation; University of British Columbia; Spinal Cord Injury BC; BC Cancer Agency","funders":"","keywords":"Monte Carlo method; Computer science; Nuclear medicine; Simulation; Computational physics; Physics; Mathematics; Statistics; Medicine","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":[0.001124121,0.0006381761,0.0006388583,0.0007252552,0.0004671911,0.0008683537,0.001576096,0.0009441979,0.006649612],"category_scores_gemma":[0.002798447,0.0006576144,0.0008778676,0.0006918025,0.0004109208,0.0009353039,0.000918383,0.001266472,0.002480117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009913519,"about_ca_system_score_gemma":0.001156757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003626045,"about_ca_topic_score_gemma":0.004409289,"domain_scores_codex":[0.9993442,0.0001837661,0.00004701652,0.00007677245,0.0003143213,0.0000339123],"domain_scores_gemma":[0.998704,0.000553354,0.0001055185,0.0002650243,0.0003216899,0.00005049045],"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":[0.0001591548,0.0001117355,0.001449129,0.0003403579,0.0001483437,0.0002185278,0.0002599261,0.7434411,0.02472817,0.05825046,0.008235792,0.1626573],"study_design_scores_gemma":[0.00002787575,0.00001635817,0.0001364302,0.00001354348,0.00001114364,0.00007434144,0.000006512922,0.980528,0.003657991,0.002678163,0.01283017,0.00001952591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001463882,0.00005648274,0.9952057,0.00003362493,0.00002348877,0.00003650662,0.00008863163,0.001542232,0.00154939],"genre_scores_gemma":[0.04383018,0.0001437084,0.9495575,0.0001139464,0.00003178066,0.0003096062,0.0003612633,0.002379258,0.003272735],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006649612,"threshold_uncertainty_score":0.02224517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1229042755891633,"score_gpt":0.4606259146012744,"score_spread":0.3377216390121112,"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."}}