{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003219846,0.000487978,0.0007329649,0.001423162,0.0002024263,0.0005567892,0.0005002007,0.0007027106,0.003885008],"category_scores_gemma":[0.00030175,0.0002412169,0.000529895,0.001259244,0.0002888101,0.0007546293,0.0005064573,0.001127423,0.001656334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004746968,"about_ca_system_score_gemma":0.0005843513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008144625,"about_ca_topic_score_gemma":0.001057794,"domain_scores_codex":[0.9998859,0.00001719533,0.000009328865,0.00002401626,0.00005360947,0.000009948525],"domain_scores_gemma":[0.999899,0.00004926687,0.00001587488,0.000004843112,0.00002514459,0.000005822052],"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":[0.00007758459,0.00007740352,0.0002387965,0.0163164,0.0001271569,0.0001969003,0.00005859386,0.0007834731,0.009382563,0.005651467,0.01887902,0.9482107],"study_design_scores_gemma":[0.00002012178,0.0001568773,0.001297398,0.002385149,0.0001064545,0.002883833,0.00003528903,0.0001841432,0.005611283,0.002419624,0.9848735,0.00002620303],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004303584,0.9946035,0.000722414,0.0001887404,0.0001875617,0.00001076447,0.00002632181,0.00001985285,0.003810576],"genre_scores_gemma":[0.002600324,0.9945974,0.0005666325,0.0002374021,0.0001128349,0.00001321097,0.00005479451,0.00000452034,0.001812948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003885008,"threshold_uncertainty_score":0.01299661,"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."}}