{"id":"W2087726385","doi":"10.1118/1.2134929","title":"Patient specific treatment verifications for helical tomotherapy treatment plans","year":2005,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Tomotherapy; Nuclear medicine; Ionization chamber; Normalization (sociology); Radiation treatment planning; Dosimetry; Mathematics; Medicine; Physics; Radiation therapy; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003012505,0.0002185544,0.0002468392,0.00001953624,0.0001250314,0.00001803121,0.0001144416,0.000052713,0.0006715199],"category_scores_gemma":[0.00000163621,0.000165537,0.0001873633,0.00007712518,0.00008136812,0.00006979476,0.000007247646,0.00006746563,0.00002598256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002515971,"about_ca_system_score_gemma":0.00007935318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000244243,"about_ca_topic_score_gemma":0.000003643394,"domain_scores_codex":[0.9989498,0.00002030656,0.0002356859,0.0002942207,0.000218833,0.0002812062],"domain_scores_gemma":[0.9992788,0.0001047918,0.00006808345,0.0003350056,0.0000314976,0.000181778],"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":[0.00003733072,0.001543947,0.0008134415,0.000001461662,0.0001079253,6.60663e-7,0.0005155816,0.0000513919,0.0005173752,0.008786208,0.001896325,0.9857283],"study_design_scores_gemma":[0.001546839,0.000892139,0.00008006984,0.00001263107,0.00001853434,7.914116e-7,0.00002449954,0.0009029089,0.08202416,0.004063258,0.9102065,0.0002276434],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0228327,0.0002169234,0.9716582,0.00189414,0.0001241716,0.0009480829,0.0002941455,0.0001806452,0.001850963],"genre_scores_gemma":[0.9580887,0.000473739,0.0333581,0.000487114,0.004603272,0.001670068,0.0004142411,0.00009378269,0.000810976],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9855007,"threshold_uncertainty_score":0.7352672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876269909807858,"score_gpt":0.3024018180691702,"score_spread":0.2836391189710916,"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."}}