{"id":"W4386531019","doi":"10.1088/1361-6560/acf111","title":"Improved sub-milimeter range-verification method for proton therapy using a composite hadron tumour marker (HTM)","year":2023,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF; University of Victoria; University of Guelph","funders":"Canadian Institutes of Health Research","keywords":"Proton therapy; Range (aeronautics); Imaging phantom; Beam (structure); Proton; Materials science; Nuclear medicine; Detector; Standard deviation; Biomedical engineering; Optics; Nuclear physics; Physics; Statistics; Mathematics; Medicine; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001225993,0.0004480768,0.0005394017,0.0004658397,0.0001793456,0.0006812431,0.0007547609,0.00073686,0.001293168],"category_scores_gemma":[0.002099211,0.0003076011,0.000373644,0.0003563272,0.0003081864,0.0007304801,0.0007288887,0.0004359309,0.0004261534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003665319,"about_ca_system_score_gemma":0.0003192906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002553288,"about_ca_topic_score_gemma":0.00040146,"domain_scores_codex":[0.9988177,0.0002229517,0.00005789231,0.0002411996,0.000609052,0.00005112399],"domain_scores_gemma":[0.9987097,0.0004119804,0.0003367595,0.0002418744,0.0002372506,0.00006233158],"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":[0.0004817265,0.00004366732,0.002043027,0.0001549077,0.00003109397,0.00007934007,0.0000622786,0.001926517,0.9689685,0.0002653704,0.00009434148,0.02584935],"study_design_scores_gemma":[0.00003115996,0.001262209,0.00745985,0.00001298134,0.00009343938,0.0006483755,0.00002938373,0.01409091,0.9735072,0.00007943797,0.00273923,0.00004582866],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5830907,0.002970001,0.4092545,0.0001239557,0.0002021062,0.0003125662,0.0002373929,0.001225047,0.002583826],"genre_scores_gemma":[0.815712,0.0002317625,0.1822405,0.00006162943,0.00002241011,0.00007641266,0.0001202861,0.00009826478,0.001436834],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001293168,"threshold_uncertainty_score":0.006483734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2282581754448038,"score_gpt":0.444797544113124,"score_spread":0.2165393686683202,"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."}}