{"id":"W4408556942","doi":"10.1088/1361-6560/adc234","title":"Radiation damage and recovery of plastic scintillators under ultra-high dose rate 200 MeV electrons at CERN CLEAR facility","year":2025,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Québec Metro High Tech Park (Canada); University of Victoria; Université Laval; Hôtel-Dieu de Québec","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Canada Research Chairs","keywords":"Scintillator; Dosimeter; Materials science; Dosimetry; Nuclear medicine; Absorbed dose; Flash (photography); Large Hadron Collider; Radiation; Optics; Physics; Nuclear physics; Medicine","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":[0.0002804968,0.000107773,0.000353463,0.0001369883,0.00004810343,0.000002140743,0.00003239316,0.000101743,0.00005149707],"category_scores_gemma":[0.0001427757,0.00008112747,0.00002730801,0.0002739512,0.0002817805,0.00003984358,0.00001551437,0.0001533434,0.000002064433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004897684,"about_ca_system_score_gemma":0.0000473351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001525526,"about_ca_topic_score_gemma":0.00001606263,"domain_scores_codex":[0.9992411,0.0001028773,0.0002431719,0.000218303,0.00004713413,0.0001474134],"domain_scores_gemma":[0.9992336,0.0004739673,0.00008125079,0.0001297554,0.0000318564,0.00004958072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003225099,0.0002469903,0.6926529,0.0003900202,0.0004557052,0.000003695679,0.0007244977,0.0002553032,0.2349845,0.02022972,0.00253549,0.04429601],"study_design_scores_gemma":[0.006943204,0.001725644,0.9429926,0.0001573459,0.0002033312,0.000005135647,0.0003063222,0.0006148566,0.01673069,0.02809517,0.002041808,0.0001839031],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960334,0.001364815,0.0004700107,0.001351261,0.0001782092,0.0001573957,0.00001672006,0.00001262466,0.0004155837],"genre_scores_gemma":[0.996475,0.002153602,0.00001440156,0.001076139,0.00009306717,0.000002836017,0.00006578327,0.000004230052,0.0001148755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2503396,"threshold_uncertainty_score":0.3308282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0528973008664648,"score_gpt":0.3404805284871059,"score_spread":0.287583227620641,"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."}}