{"id":"W2084130378","doi":"10.1016/j.meddos.2009.09.001","title":"IMRT Quality Assurance Using a Second Treatment Planning System","year":2009,"lang":"en","type":"article","venue":"Medical dosimetry","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Ionization chamber; Nuclear medicine; Quality assurance; Eclipse; Imaging phantom; Radiation treatment planning; Multileaf collimator; Context (archaeology); Medicine; Radiation therapy; Mathematics; Materials science; Physics; Radiology; Ionization; Ion","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002362962,0.0001740878,0.0003211799,0.00004885225,0.00009966908,0.00002193968,0.0001517249,0.0000786197,0.0007337239],"category_scores_gemma":[0.00001217744,0.0001402016,0.0001029815,0.000152443,0.00004260488,0.00009129068,0.00001202843,0.0001648558,0.000004559265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001655482,"about_ca_system_score_gemma":0.00007869532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000726502,"about_ca_topic_score_gemma":3.707485e-7,"domain_scores_codex":[0.9987702,0.00008518344,0.0002975916,0.0002551605,0.0003177482,0.0002741233],"domain_scores_gemma":[0.999331,0.0001159516,0.0001094894,0.0002499076,0.00001659015,0.0001770697],"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":[0.000135139,0.0009870469,0.3132054,0.0001358138,0.0004958141,0.0001369879,0.0007715731,0.0001314078,0.02826298,0.0221061,0.002184348,0.6314474],"study_design_scores_gemma":[0.01726636,0.002949506,0.2503015,0.004238351,0.0003703774,0.0001783593,0.002007621,0.05909032,0.4908496,0.007059776,0.1602996,0.005388603],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.479754,0.0005695778,0.5132753,0.00007883162,0.0001329213,0.000181283,0.00002241327,0.0002231687,0.005762447],"genre_scores_gemma":[0.9870096,0.000001564092,0.01211381,0.0001881902,0.0004706617,0.000009604451,0.00000953684,0.00001477923,0.000182276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6260588,"threshold_uncertainty_score":0.8033762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255126343531104,"score_gpt":0.3609476514482448,"score_spread":0.3383963880129338,"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."}}