{"id":"W2553787047","doi":"10.1016/j.radonc.2016.09.018","title":"Consensus opinion on MRI simulation for external beam radiation treatment planning","year":2016,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"External beam radiation; Radiation treatment planning; Medical physics; External beam radiotherapy; Medicine; Computer science; Radiology; Radiation therapy; Brachytherapy","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":[0.02287861,0.0008772195,0.001722706,0.002068015,0.001491857,0.003623825,0.005981782,0.01283042,0.0155272],"category_scores_gemma":[0.09052676,0.0007031334,0.003169178,0.00166967,0.00224253,0.002663278,0.002768654,0.01024549,0.008467494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003364836,"about_ca_system_score_gemma":0.01152203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009348676,"about_ca_topic_score_gemma":0.008038099,"domain_scores_codex":[0.9859925,0.004989043,0.003581648,0.0008914157,0.00383212,0.0007132196],"domain_scores_gemma":[0.8962317,0.04219607,0.004530866,0.002782894,0.04988389,0.004374608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003420115,0.00004822208,0.0006758018,0.007015538,0.0002224847,0.0003780121,0.0002363405,0.002074854,0.0008641827,0.008342421,0.7761863,0.2036139],"study_design_scores_gemma":[0.0001429322,0.00007494286,0.0007891337,0.01622542,0.0002964525,0.0005888066,0.0002749572,0.001489103,0.0007396094,0.009768819,0.9695156,0.00009422162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001957041,0.1463973,0.02673901,0.6133882,0.170214,0.0004395274,0.002470627,0.0004641016,0.03793018],"genre_scores_gemma":[0.05836264,0.2004127,0.09372288,0.5010203,0.1074617,0.002160502,0.006075535,0.001248416,0.02953534],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02287861,"threshold_uncertainty_score":0.1209952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02557128097705017,"score_gpt":0.3693490965841867,"score_spread":0.3437778156071365,"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."}}