{"id":"W4414399417","doi":"10.1016/s0167-8140(25)04853-4","title":"THE IMPLEMENTATION OF STANDARDIZED BREAST AND REGIONAL NODAL VMAT IN AN ACADEMIC CENTRE","year":2025,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Image-guided radiation therapy; Breast cancer; Radiation therapy; Cone beam computed tomography; Radiation treatment planning; Dosimetry","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":[0.005003915,0.0003352379,0.0005127297,0.000879623,0.0009426955,0.001358569,0.001602385,0.0004026299,0.002909148],"category_scores_gemma":[0.009733475,0.0003923491,0.0004687841,0.001759885,0.0008368695,0.0006181072,0.001751875,0.0008331732,0.001186721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003918477,"about_ca_system_score_gemma":0.005377621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01079634,"about_ca_topic_score_gemma":0.01441665,"domain_scores_codex":[0.9957567,0.00113651,0.0004911017,0.0007829468,0.001277703,0.0005550408],"domain_scores_gemma":[0.9929661,0.0007909434,0.001760868,0.001721266,0.001529858,0.001231087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003843848,0.002689647,0.4252682,0.0007069341,0.000219116,0.001563277,0.004422178,0.01980125,0.02268245,0.002214585,0.0115728,0.5050157],"study_design_scores_gemma":[0.0003002289,0.008109929,0.8977071,0.0001825893,0.000185208,0.004784324,0.002207325,0.01103619,0.02834635,0.000792767,0.04612891,0.0002191344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968022,0.0008483516,0.02155868,0.0003348342,0.00008714353,0.0009954832,0.001037477,0.0008968749,0.006219155],"genre_scores_gemma":[0.9631181,0.000273651,0.03308843,0.0002368751,0.00004925321,0.0003311471,0.001575433,0.0002384731,0.001088493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079634,"threshold_uncertainty_score":0.0284307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208368293143959,"score_gpt":0.4179651564649577,"score_spread":0.4058814735335182,"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."}}