{"id":"W2085249582","doi":"10.1118/1.4740132","title":"Poster — Thur Eve — 24: Clinical application of the new dosimetry formalism for composite nonstandard beams","year":2012,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"","keywords":"Dosimetry; Ionization chamber; Imaging phantom; Nuclear medicine; Monte Carlo method; Physics; Dose profile; Formalism (music); Materials science; Medical physics; Optics; Medicine; Ionization; Mathematics; Statistics","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":[0.001444545,0.0004786166,0.0002620022,0.0004233921,0.0002053581,0.001037637,0.0006817062,0.0004775961,0.00452763],"category_scores_gemma":[0.001568905,0.0003024623,0.0006000069,0.0003256025,0.0004966886,0.0003928898,0.0008490016,0.0006851557,0.001030464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008123557,"about_ca_system_score_gemma":0.0005673644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004619164,"about_ca_topic_score_gemma":0.0008033824,"domain_scores_codex":[0.9994596,0.000164123,0.00002246527,0.0001285287,0.0002023995,0.00002279656],"domain_scores_gemma":[0.9995102,0.0001633794,0.00008848195,0.0001193109,0.0000738961,0.00004473915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001580787,0.0002312792,0.005999118,0.0005982838,0.0001600558,0.0006360448,0.0004714066,0.06654851,0.711337,0.01215104,0.006869966,0.1934166],"study_design_scores_gemma":[0.0001947031,0.001381623,0.02501789,0.00009452854,0.0001578466,0.005368251,0.00007390957,0.2483389,0.6574633,0.006492008,0.05518925,0.0002277917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.08812201,0.001492389,0.8959587,0.0004458436,0.0002415165,0.0003670168,0.0004863381,0.002318619,0.01056762],"genre_scores_gemma":[0.6653716,0.0006723828,0.3244684,0.0002313861,0.00006586616,0.0001451061,0.0004141348,0.0009356465,0.007695439],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.00452763,"threshold_uncertainty_score":0.01514643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146965399687588,"score_gpt":0.3385000367699601,"score_spread":0.3238034968012013,"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."}}