{"id":"W3005767525","doi":"10.1002/acm2.12827","title":"Standardized flattening filter free volumetric modulated arc therapy plans based on anteroposterior width for total body irradiation","year":2020,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Cancer Foundation","keywords":"Total body irradiation; Nuclear medicine; Multileaf collimator; Collimator; Medicine; Linear particle accelerator; Radiation treatment planning; Radiation therapy; Beam (structure); Physics; Surgery; Optics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006787977,0.0002653942,0.000821989,0.0000652217,0.00009423814,0.00004365051,0.0004619752,0.0001595546,0.0002366431],"category_scores_gemma":[0.0001833927,0.0002069373,0.00051768,0.0002811825,0.0001288113,0.0001238861,0.00003053253,0.0008742817,0.000002522688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004620394,"about_ca_system_score_gemma":0.0002444301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000158435,"about_ca_topic_score_gemma":6.970325e-8,"domain_scores_codex":[0.9972376,0.00008677786,0.001205282,0.0003144242,0.0008531264,0.0003028187],"domain_scores_gemma":[0.9971455,0.001111197,0.0008410881,0.0002749972,0.0001673553,0.0004598731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01572153,0.001910985,0.008617878,0.0000616366,0.00113488,0.00002678855,0.0003799418,0.002976065,0.01004618,0.002468136,0.0087966,0.9478594],"study_design_scores_gemma":[0.09365198,0.02286808,0.01749035,0.0007831783,0.0004895565,0.000008519722,0.0001403465,0.7120029,0.03411933,0.09002663,0.02610569,0.002313433],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1254448,0.00001811304,0.8717466,0.001537233,0.0002890144,0.0004899341,0.000125449,0.00005343753,0.00029539],"genre_scores_gemma":[0.9563978,0.00002837702,0.03660544,0.002967103,0.003875492,0.00001985002,0.00003413108,0.00006647184,0.000005338363],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.945546,"threshold_uncertainty_score":0.8438656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874637362708294,"score_gpt":0.3337318606465934,"score_spread":0.3049854870195104,"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."}}