{"id":"W2487276955","doi":"","title":"Optimizing multi-stage CdZnTe Compton camera for real-time proton range determination in proton radiotherapy","year":2016,"lang":"en","type":"article","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Proton; Proton therapy; Pencil (optics); Physics; Detector; Monte Carlo method; Range (aeronautics); Photon; Beam (structure); Collimator; Optics; Nuclear medicine; Computational physics; Nuclear physics; Materials science; Mathematics; Medicine","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":[0.000294703,0.0004816933,0.0003496065,0.0002439431,0.0001348666,0.0005948637,0.0006415989,0.0004587174,0.0008815788],"category_scores_gemma":[0.0005930552,0.0003694101,0.0003265232,0.0003024274,0.0001766478,0.0003653736,0.0002296827,0.0002029726,0.0001880287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008681249,"about_ca_system_score_gemma":0.0008207049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002509054,"about_ca_topic_score_gemma":0.004380128,"domain_scores_codex":[0.999806,0.00003008266,0.000007506127,0.00004033395,0.0000860844,0.00003010424],"domain_scores_gemma":[0.9997746,0.00007408806,0.00005103213,0.00001845887,0.00006768342,0.0000140746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004772121,0.0001498813,0.006573859,0.000445269,0.00009625403,0.0002200109,0.00008319976,0.5555435,0.3984208,0.001544235,0.0006618885,0.03578392],"study_design_scores_gemma":[0.00005698758,0.0003581729,0.003720213,0.00001566392,0.00006299264,0.0001722199,0.00003022518,0.8147456,0.1780214,0.0001922119,0.002582906,0.00004138177],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5974773,0.001294765,0.3932207,0.0001371705,0.00004766766,0.0002593313,0.0002211027,0.001014427,0.006327554],"genre_scores_gemma":[0.8730115,0.0002093159,0.1256777,0.00002115651,0.00000229129,0.00006141312,0.00007576569,0.00005455668,0.0008862948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002509054,"threshold_uncertainty_score":0.006298721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238487720664776,"score_gpt":0.3313973676016667,"score_spread":0.3075485955351891,"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."}}