{"id":"W4401546519","doi":"10.1140/epjp/s13360-024-05455-x","title":"Very high-energy electrons as radiotherapy opportunity","year":2024,"lang":"en","type":"article","venue":"The European Physical Journal Plus","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Radiation therapy; Electron; Medical physics; Radiation treatment planning; Photon; Radiation; Linear particle accelerator; High energy; Physics; Medicine; Computer science; Beam (structure); Nuclear medicine; Optics; Radiology; Atomic physics; 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":[0.0006349725,0.0002107291,0.0002516432,0.0005881879,0.0006615224,0.002362438,0.0005522388,0.0009217137,0.01595889],"category_scores_gemma":[0.00107943,0.0001726323,0.0002823386,0.0004710653,0.001062217,0.001765413,0.001962429,0.0007787751,0.001139742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003954651,"about_ca_system_score_gemma":0.000277522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007175919,"about_ca_topic_score_gemma":0.0001606374,"domain_scores_codex":[0.9996928,0.0001107181,0.000009578126,0.00003224,0.00009394816,0.00006086396],"domain_scores_gemma":[0.999437,0.0003151862,0.00003909822,0.00008515048,0.00003570313,0.00008775296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001493607,0.0001497149,0.006914092,0.0007532047,0.00009949761,0.002137022,0.001011231,0.002636316,0.03221289,0.7445152,0.01359785,0.1944794],"study_design_scores_gemma":[0.0001614014,0.001335445,0.01727987,0.0004782563,0.0002129499,0.01234563,0.002115584,0.002302088,0.02499476,0.4604578,0.4781891,0.0001270879],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2900325,0.08031719,0.07063454,0.008017435,0.00393573,0.0001119931,0.0002614473,0.0005532607,0.5461358],"genre_scores_gemma":[0.9529488,0.006375399,0.007083284,0.0006766997,0.0004121316,0.00002393268,0.00005285285,0.00009558065,0.03233137],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01595889,"threshold_uncertainty_score":0.05338776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507107007986255,"score_gpt":0.2767412996956501,"score_spread":0.2616702296157876,"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."}}