{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002046356,0.001564988,0.001081115,0.001626554,0.001064837,0.002828765,0.001398651,0.001396617,0.01669712],"category_scores_gemma":[0.003970978,0.00113803,0.001320419,0.001610228,0.0005435834,0.001411889,0.001911241,0.002093483,0.002543937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002540693,"about_ca_system_score_gemma":0.002850907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005450239,"about_ca_topic_score_gemma":0.004347727,"domain_scores_codex":[0.9977003,0.0002723476,0.0001845691,0.0005735966,0.001111239,0.0001579418],"domain_scores_gemma":[0.997793,0.0002940896,0.0003238239,0.0007073565,0.0007831239,0.00009871505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003160285,0.0005014453,0.01090822,0.001195013,0.0004178759,0.0002398847,0.001402183,0.1103393,0.5287757,0.01323562,0.01847274,0.3113517],"study_design_scores_gemma":[0.0003550983,0.00152255,0.03152098,0.0001084664,0.0006907787,0.002290587,0.0001773345,0.3227544,0.5265128,0.00232712,0.1113658,0.0003740359],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05560586,0.001463297,0.9048284,0.0008351699,0.0006347944,0.0009573698,0.002241517,0.01182698,0.0216066],"genre_scores_gemma":[0.4563056,0.0003570139,0.5123645,0.0006394464,0.0001281558,0.0008308766,0.002614891,0.005945587,0.02081401],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01669712,"threshold_uncertainty_score":0.05585742,"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."}}