{"id":"W4207015251","doi":"10.1088/1742-6596/2167/1/012022","title":"End-to-End Quality Assurance of Stereotactic Radiation Therapy Using an Anthropomorphic Head Phantom","year":2022,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Kingston Health Sciences Centre","funders":"","keywords":"Quality assurance; Imaging phantom; Medical physics; Workflow; Dosimeter; Stereotactic radiation therapy; Medicine; Head (geology); Radiation therapy; Dosimetry; Nuclear medicine; Computer science; Radiosurgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003816585,0.0001809703,0.0004653268,0.00008535918,0.0002076087,0.00005026102,0.0003121252,0.00001911991,0.0006047844],"category_scores_gemma":[0.000007658743,0.0001743845,0.0001330596,0.0002727121,0.0001277393,0.001103265,0.00003957265,0.0003027207,2.353726e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008299087,"about_ca_system_score_gemma":0.0003498213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002216018,"about_ca_topic_score_gemma":0.000004735642,"domain_scores_codex":[0.9983553,0.0002942987,0.0005423325,0.0001651472,0.000448096,0.0001948586],"domain_scores_gemma":[0.9981686,0.000089576,0.001057644,0.0002606061,0.0003410106,0.00008254779],"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":[0.0005908718,0.0008621251,0.03122064,0.0000270492,0.000298287,0.000004893456,0.004878411,0.002956036,0.5220969,0.03288507,0.00003695281,0.4041428],"study_design_scores_gemma":[0.001364636,0.002228264,0.009012173,0.00007285894,0.00003969869,0.00002059922,0.002661106,0.0004358694,0.9525713,0.02783426,0.003286924,0.0004723],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6662121,0.0001238953,0.3330133,0.0001283262,0.0001869515,0.0001463679,0.00009140631,0.00001363795,0.00008406185],"genre_scores_gemma":[0.9907246,0.0000730164,0.008722709,0.00004905827,0.0003675297,0.000008461584,0.000009868677,0.00002537469,0.00001942494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4304744,"threshold_uncertainty_score":0.7111195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06341561795737297,"score_gpt":0.3670906822628899,"score_spread":0.3036750643055169,"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."}}