{"id":"W1969360409","doi":"10.1118/1.3244102","title":"Sci—Wed PM: Delivery—10: Optical CT‐based Gel Dosimetry in Image Guided Adaptive Radiation Therapy","year":2009,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Dosimetry; Dosimeter; Imaging phantom; Image-guided radiation therapy; Nuclear medicine; Radiation treatment planning; Radiation therapy; Medical physics; Materials science; Medicine; Biomedical engineering; Radiology","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":[0.0006597834,0.0004323225,0.0001719167,0.0008247804,0.0003556384,0.001553158,0.0004802425,0.0008848365,0.07926766],"category_scores_gemma":[0.0004249903,0.0003921703,0.000172643,0.0004397889,0.0006483161,0.0006326024,0.00069821,0.0009386306,0.02149029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009692518,"about_ca_system_score_gemma":0.0003250932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001252133,"about_ca_topic_score_gemma":0.002209792,"domain_scores_codex":[0.9998548,0.0000257372,0.00001083562,0.00002484099,0.00006340462,0.00002028793],"domain_scores_gemma":[0.9997893,0.00004472728,0.00002051202,0.00003536559,0.00006485513,0.00004524532],"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":[0.001342634,0.0005494722,0.002774461,0.00114136,0.00004861786,0.0004748137,0.0001983687,0.003012859,0.2693097,0.009549325,0.1903738,0.5212246],"study_design_scores_gemma":[0.0001309853,0.001006447,0.01353537,0.0003487499,0.00003762653,0.0009206668,0.00008452094,0.007199404,0.2209912,0.001539184,0.7541592,0.00004663828],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1148806,0.02351648,0.06371583,0.006917964,0.01030409,0.001163271,0.001992963,0.007327982,0.7701809],"genre_scores_gemma":[0.2689975,0.01350973,0.01738787,0.00181622,0.002490181,0.0002699416,0.001222971,0.002116949,0.6921887],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07926766,"threshold_uncertainty_score":0.2651767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01451854388064761,"score_gpt":0.3011926352707229,"score_spread":0.2866740913900753,"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."}}