{"id":"W2003083627","doi":"10.1088/0031-9155/55/3/012","title":"Monte Carlo calculation of dose distribution in early stage NSCLC patients planned for accelerated hypofractionated radiation therapy in the NCIC-BR25 protocol","year":2010,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"National Cancer Institute","keywords":"Monte Carlo method; Radiation treatment planning; Nuclear medicine; Radiation therapy; Medicine; Medical physics; Protocol (science); Computer science; Mathematics; Radiology; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005287971,0.000264901,0.000427854,0.0003380908,0.0002515223,0.0004056974,0.0008565843,0.0004084099,0.002065011],"category_scores_gemma":[0.001442049,0.0003123906,0.0004223661,0.0006489921,0.000158192,0.0001445627,0.0001801097,0.000367338,0.000376663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481414,"about_ca_system_score_gemma":0.0009550055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01838599,"about_ca_topic_score_gemma":0.01616727,"domain_scores_codex":[0.9998097,0.00007135142,0.00001263887,0.00002138048,0.00006673799,0.00001823329],"domain_scores_gemma":[0.9995387,0.0002478136,0.00004511404,0.00005130106,0.00009957659,0.00001744179],"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":[0.0002338298,0.00004286005,0.003038159,0.00007425623,0.00004410147,0.0001118172,0.00006127685,0.9796759,0.00578211,0.001937223,0.001238722,0.007759809],"study_design_scores_gemma":[0.00006340952,0.00009117187,0.004982695,0.00001128213,0.00002735733,0.000126564,0.00001608898,0.9855494,0.006341666,0.0008280258,0.001940796,0.0000216411],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6526929,0.001651847,0.3093606,0.0004190896,0.0000774717,0.000615321,0.004123056,0.00244457,0.0286152],"genre_scores_gemma":[0.9529516,0.0001977211,0.04261909,0.00006584454,0.000006297324,0.0002580094,0.001253629,0.000245294,0.002402524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01838599,"threshold_uncertainty_score":0.03655791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08390688308433024,"score_gpt":0.4044734119775924,"score_spread":0.3205665288932621,"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."}}