{"id":"W1995156906","doi":"10.1118/1.3244133","title":"Poster — Wed Eve—29: Validation of VMAT Delivery Using a Commercial 2D Diode Array","year":2009,"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":"University of Toronto; Princess Margaret Cancer Centre; Credit Valley Hospital","funders":"","keywords":"Imaging phantom; Nuclear medicine; Dosimetry; Computer science; Biomedical engineering; Medical physics; Physics; 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":[0.0009977468,0.0002374613,0.0002021699,0.0002581674,0.0007214462,0.0005573531,0.0003536739,0.0003982191,0.01963932],"category_scores_gemma":[0.0008057634,0.0001732419,0.0002713178,0.0001210705,0.0002297953,0.0002557856,0.0005225235,0.0006458739,0.003397126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006015882,"about_ca_system_score_gemma":0.0003813332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002285789,"about_ca_topic_score_gemma":0.003138557,"domain_scores_codex":[0.999756,0.00004258272,0.000013043,0.00004827689,0.000104265,0.0000358566],"domain_scores_gemma":[0.9995041,0.00008952439,0.00003472819,0.0001190691,0.0001944679,0.00005813453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007248122,0.00143026,0.03087294,0.0003161111,0.00008872546,0.001185776,0.0009037637,0.01177405,0.6208431,0.005202969,0.07381298,0.2463212],"study_design_scores_gemma":[0.0002441296,0.004234386,0.05406902,0.00003405258,0.00004155318,0.0007114819,0.0002490401,0.01093502,0.801781,0.0006385996,0.1269936,0.00006806546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.840656,0.0005774586,0.02691014,0.001037033,0.001132996,0.0007791448,0.004336197,0.0009802545,0.1235907],"genre_scores_gemma":[0.8718005,0.0002073034,0.01674863,0.0001947344,0.00008833446,0.0001695351,0.00417052,0.0006797456,0.1059407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01963932,"threshold_uncertainty_score":0.06570005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830733088628457,"score_gpt":0.3024978293812922,"score_spread":0.2841904984950076,"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."}}