{"id":"W3164759713","doi":"10.1002/acm2.13270","title":"Dosimetry with a clinical linac adapted to FLASH electron beams","year":2021,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Place Centre","funders":"","keywords":"Dosimetry; Linear particle accelerator; Flash (photography); Medical physics; Physics; Electron; Nuclear medicine; Nuclear physics; Optics; Nuclear engineering; Medicine; Beam (structure); Engineering","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001585874,0.0003022228,0.001217604,0.00004576502,0.00007497763,0.00004294375,0.0005644374,0.000252555,0.0004165865],"category_scores_gemma":[0.0002484578,0.0002255104,0.0005413393,0.0005705991,0.0002704396,0.0001168008,0.0001264766,0.00236889,0.0000294532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005213325,"about_ca_system_score_gemma":0.0009337465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001841642,"about_ca_topic_score_gemma":6.496645e-7,"domain_scores_codex":[0.9958119,0.0001786512,0.001946167,0.0004556807,0.001136445,0.0004711641],"domain_scores_gemma":[0.9958683,0.001426063,0.0008432256,0.0004791684,0.0003749836,0.001008292],"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":[0.00215984,0.004524438,0.02522576,0.00002415979,0.001551039,0.000193324,0.00009703259,0.000146282,0.001032527,0.03609811,0.01543095,0.9135165],"study_design_scores_gemma":[0.0311704,0.01697804,0.01582389,0.001825285,0.001608528,0.0001708741,0.0004816119,0.001360143,0.1361798,0.1911081,0.5995502,0.003743136],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2406222,0.0001173213,0.7507513,0.00167405,0.0005727211,0.0003250664,0.000009296156,0.00007533425,0.005852761],"genre_scores_gemma":[0.8607953,0.0001905359,0.1233361,0.004923635,0.01046235,0.00002005848,0.00001490883,0.000108074,0.0001490601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9097734,"threshold_uncertainty_score":0.9999327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931743933081,"score_gpt":0.3717177526970772,"score_spread":0.3524003133662673,"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."}}