{"id":"W4391618447","doi":"10.1088/1361-6560/ad2713","title":"Voxel-wise dose rate calculation in clinical pencil beam scanning proton therapy","year":2024,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"National Cancer Institute; National Institutes of Health","keywords":"Proton therapy; Pencil-beam scanning; Proton; Voxel; Pencil (optics); Nuclear medicine; Beam (structure); Dose rate; Relative biological effectiveness; Medical physics; Physics; Medicine; Optics; Irradiation; 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":[0.0006939628,0.0003634579,0.0002135648,0.0003448165,0.0001731849,0.0006929025,0.0006687084,0.0003682365,0.004142796],"category_scores_gemma":[0.003406598,0.0003034967,0.0003029341,0.0003809902,0.0001526112,0.0003686531,0.0003515433,0.0004084477,0.0007031032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008398599,"about_ca_system_score_gemma":0.0006456471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002428228,"about_ca_topic_score_gemma":0.002206596,"domain_scores_codex":[0.9996738,0.00009178946,0.00002867141,0.00004635385,0.0001413074,0.0000179908],"domain_scores_gemma":[0.999206,0.0004512615,0.0001065439,0.00006782308,0.0001470869,0.00002134846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000398318,0.0000909765,0.007501708,0.0004552679,0.00007265963,0.0001749307,0.0003907287,0.8240517,0.05084924,0.004857159,0.003246767,0.1079105],"study_design_scores_gemma":[0.00003452987,0.0001202436,0.003979165,0.00002990484,0.00002091819,0.0002216451,0.00006119115,0.9279549,0.06009205,0.001684554,0.005769159,0.00003171366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1340118,0.0005538317,0.8469562,0.0001923614,0.0000468871,0.0002264401,0.0007752795,0.009733499,0.007503701],"genre_scores_gemma":[0.7651357,0.0001563388,0.2298401,0.00008243271,0.000006655082,0.0001159932,0.0005361649,0.001655423,0.002471185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004142796,"threshold_uncertainty_score":0.01385903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2905380093911095,"score_gpt":0.4833494533614907,"score_spread":0.1928114439703811,"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."}}