{"id":"W3200666722","doi":"10.1002/mp.15222","title":"FLASH radiotherapy with photon beams","year":2021,"lang":"en","type":"review","venue":"Medical Physics","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Michigan Bean Commission","keywords":"Flash (photography); Radiation therapy; Dose rate; Nuclear medicine; Irradiation; Radiation; Dosimetry; Medicine; Medical physics; Optics; Physics; Radiology; Nuclear physics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002204934,0.0003916367,0.00211735,0.00005993449,0.0000529457,0.00002385345,0.0001862205,0.0004682059,0.001892187],"category_scores_gemma":[0.00007669869,0.0002505945,0.0005200445,0.0006239743,0.0001527147,0.00004099269,0.00002081696,0.0009105533,0.000137611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467257,"about_ca_system_score_gemma":0.001417362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004239261,"about_ca_topic_score_gemma":3.960641e-7,"domain_scores_codex":[0.9977118,0.000109357,0.0004278844,0.0004289227,0.001036167,0.0002859066],"domain_scores_gemma":[0.9985312,0.0002243561,0.0001949596,0.0005538499,0.00006263558,0.0004329549],"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":[0.00001483898,0.000236396,0.000008698106,0.004113651,0.0006065686,0.0001875519,0.00003741009,1.197825e-7,1.643307e-7,0.0001267571,0.007505218,0.9871626],"study_design_scores_gemma":[0.0009252581,0.000220238,0.000001552796,0.0135709,0.0006534153,0.0001868494,0.000002403202,0.00001130451,0.00002528143,0.0000334439,0.9841082,0.0002611223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005158297,0.9935722,0.003323039,0.0001931641,0.0002925764,0.0005144437,0.00001161269,0.00008678698,0.00200105],"genre_scores_gemma":[0.000002643162,0.9927776,0.0003415488,0.001805776,0.002345061,0.0000642442,0.0004231407,0.0001034415,0.002136582],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9869015,"threshold_uncertainty_score":0.9999946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02816759346773171,"score_gpt":0.3428791726124962,"score_spread":0.3147115791447644,"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."}}