{"id":"W1992654860","doi":"10.1118/1.2011089","title":"Energy modulated electron therapy using a few leaf electron collimator in combination with IMRT and 3D‐CRT: Monte Carlo‐based planning and dosimetric evaluation","year":2005,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Montreal General Hospital","funders":"","keywords":"Nuclear medicine; Radiation treatment planning; Collimator; Dosimetry; Radiation therapy; Medicine; Monte Carlo method; Head and neck; Radiology; Mathematics; Physics; Optics; Surgery","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":[0.0009074277,0.0004260316,0.0005155405,0.0006681029,0.000125585,0.0004393717,0.0005458757,0.000451723,0.0008091241],"category_scores_gemma":[0.001202911,0.0004224954,0.0004794012,0.0007391889,0.0002031504,0.000263456,0.0003673549,0.0002160388,0.0001797656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006359696,"about_ca_system_score_gemma":0.0002327425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009959091,"about_ca_topic_score_gemma":0.001536021,"domain_scores_codex":[0.9994208,0.0001702921,0.00002652091,0.00004423172,0.0003158466,0.00002230876],"domain_scores_gemma":[0.9995517,0.0002270578,0.00008222926,0.00007743872,0.00004777923,0.00001371434],"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":[0.001996865,0.0006460469,0.02635065,0.0005312631,0.0005196894,0.0004908757,0.0001858268,0.5043923,0.2652655,0.002132926,0.0006099382,0.1968781],"study_design_scores_gemma":[0.0002748879,0.003207664,0.05622817,0.00006910611,0.0004503887,0.002110787,0.00004094464,0.7577701,0.1724907,0.0006988214,0.006516342,0.0001421065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6870621,0.003991136,0.299222,0.0001189713,0.00003321775,0.0005707804,0.000244331,0.0007024271,0.008055003],"genre_scores_gemma":[0.9083509,0.000758198,0.08944131,0.00003592629,0.00001200672,0.0001365137,0.0001421335,0.0001279054,0.0009949896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009959091,"threshold_uncertainty_score":0.004798949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380031202034047,"score_gpt":0.3003283707864393,"score_spread":0.2865280587660988,"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."}}