{"id":"W4242198965","doi":"10.32920/ryerson.14653797","title":"The Design And Synthesis Of A Stereotactic Radiosurgical Phantom","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Deutsches Krebsforschungszentrum","keywords":"Imaging phantom; Radiosurgery; Quality assurance; Computer science; Medical physics; Linear particle accelerator; Radiation therapy; Biomedical engineering; Nuclear medicine; Physics; Medicine; Radiology; Beam (structure); Optics","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":[0.0009792878,0.0006181437,0.0005964396,0.0007071987,0.0002977895,0.0009609762,0.001071812,0.0008402758,0.003771542],"category_scores_gemma":[0.001439674,0.0005368492,0.0004214533,0.0007172053,0.0005175208,0.0004845291,0.0005857613,0.000457037,0.001534737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006170639,"about_ca_system_score_gemma":0.00114162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004684942,"about_ca_topic_score_gemma":0.0004159834,"domain_scores_codex":[0.9994792,0.0000698033,0.00004051943,0.00008818639,0.000279127,0.00004315292],"domain_scores_gemma":[0.9990249,0.000246964,0.0001441411,0.0001382518,0.0003806197,0.00006519788],"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":[0.0002300771,0.0001413972,0.0008829833,0.001360592,0.00003148077,0.000420199,0.0003729665,0.2494301,0.6073595,0.03733663,0.002934151,0.09949993],"study_design_scores_gemma":[0.00009811647,0.001061453,0.002051919,0.0001680056,0.00008983671,0.000867929,0.0001198273,0.4138598,0.4377191,0.005902772,0.1379114,0.0001498196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01335833,0.0002786771,0.9768132,0.000130839,0.0001220923,0.0004981356,0.0004542916,0.001676519,0.006667932],"genre_scores_gemma":[0.1779131,0.0006399355,0.8116116,0.00007956614,0.00004046377,0.001201254,0.0008203734,0.0004756564,0.007218033],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003771542,"threshold_uncertainty_score":0.01261705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557559277845632,"score_gpt":0.2802117398957965,"score_spread":0.2646361471173401,"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."}}