{"id":"W1771933122","doi":"10.1118/1.4925146","title":"SU‐E‐T‐782: Using Light Output From Doped Plastic Scintillators to Resolve the Linear Energy Transfer Spectrum of Clinical Electron Beams","year":2015,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Sunnybrook Health Science Centre","funders":"","keywords":"Scintillator; Physics; Linear energy transfer; Optics; Stopping power; Detector; Electron; Doping; Particle detector; Radiation; Materials science; Nuclear physics; Optoelectronics","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":[0.0003495991,0.0003960378,0.00016155,0.0003184443,0.0001042227,0.0004156102,0.0003924512,0.0003911041,0.0009853124],"category_scores_gemma":[0.000386394,0.0001858097,0.000154282,0.0003026325,0.000237925,0.0003425713,0.0002065422,0.0002286339,0.0003297394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004376222,"about_ca_system_score_gemma":0.0002384999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006157969,"about_ca_topic_score_gemma":0.001161872,"domain_scores_codex":[0.9998217,0.00003081411,0.000007174316,0.00004873196,0.00006981683,0.00002178597],"domain_scores_gemma":[0.9998866,0.00003166384,0.00003791407,0.00001047947,0.00002205645,0.00001126928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002017993,0.00001927098,0.001075004,0.0000609035,0.000009175676,0.00005677502,0.00001524978,0.0003445003,0.9894766,0.0001623428,0.00008206052,0.008496286],"study_design_scores_gemma":[0.00001573786,0.0001811884,0.002164504,0.000007572743,0.00001615844,0.0001952722,0.00001250317,0.005113479,0.9910486,0.00004145105,0.001194186,0.00000940685],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588963,0.001925342,0.03322444,0.000154017,0.00004015805,0.00005100372,0.0002369654,0.0003824378,0.005089394],"genre_scores_gemma":[0.9645502,0.000766146,0.03079307,0.0001111082,0.00001129539,0.00005475469,0.0003161938,0.00007713618,0.003320253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009853124,"threshold_uncertainty_score":0.003296256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03150400134381816,"score_gpt":0.3315886324765503,"score_spread":0.3000846311327321,"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."}}