{"id":"W2259284596","doi":"10.1177/1533034615617668","title":"Time-Resolved Versus Integrated Transit Planar Dosimetry for Volumetric Modulated Arc Therapy","year":2015,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"KU Leuven; Varian Medical Systems","keywords":"Dosimetry; Nuclear medicine; Medicine; Radiation treatment planning; Radiation therapy; Planar; Multileaf collimator; Ionization chamber; Radiology; Physics; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003333638,0.0002869092,0.000419441,0.001319084,0.0001252737,0.00002294734,0.0004140155,0.0002141302,0.0002173567],"category_scores_gemma":[0.00001851822,0.0002347525,0.00009415395,0.002142228,0.000343966,0.0000925788,0.00001904126,0.0004214859,0.00001733222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593048,"about_ca_system_score_gemma":0.0006530838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004061775,"about_ca_topic_score_gemma":0.0001794801,"domain_scores_codex":[0.9980549,0.0001034467,0.0002721861,0.0005326057,0.0002806828,0.0007562293],"domain_scores_gemma":[0.9988494,0.0002234351,0.00006402317,0.0005209048,0.0002215856,0.0001206712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004359559,0.001613752,0.01998596,0.000007983464,0.001009954,0.0000253213,0.0004500063,0.0006314176,0.03675594,0.002575427,0.002523504,0.9300612],"study_design_scores_gemma":[0.03709192,0.01070618,0.0004741923,0.0001236753,0.00005657255,0.000002630836,0.001014823,0.013458,0.7731543,0.02165454,0.1413379,0.0009252372],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593198,0.006182763,0.02697814,0.002319926,0.0001392635,0.00346596,0.0002547253,0.0006880132,0.0006513913],"genre_scores_gemma":[0.9832098,0.0008386964,0.01146909,0.00001375044,0.0001172027,0.003016524,0.0001185303,0.00008589307,0.001130455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9291359,"threshold_uncertainty_score":0.9572931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008621220201193,"score_gpt":0.4193798917078913,"score_spread":0.318517769687772,"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."}}