{"id":"W2177737793","doi":"10.1177/1533034615614208","title":"Normal Brain Sparing With Increasing Number of Beams and Isocenters in Volumetric-Modulated Arc Beam Radiosurgery of Multiple Brain Metastases","year":2015,"lang":"en","type":"article","venue":"Technology in Cancer Research & Treatment","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Radiosurgery; Nuclear medicine; Radiation therapy; Radiation treatment planning; Medicine; Truebeam; Arc (geometry); Beam (structure); Radiology; Physics; Linear particle accelerator; Optics; Mathematics","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":[0.001616889,0.0002605833,0.0008603263,0.001757888,0.00004840682,0.000009185972,0.0001203216,0.0001655759,0.00003298882],"category_scores_gemma":[0.0006307896,0.0001978439,0.00006710222,0.00222572,0.0006742448,0.00009627947,0.0001108723,0.0003462798,0.000002155619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166487,"about_ca_system_score_gemma":0.0005531989,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03713463,"about_ca_topic_score_gemma":0.004074416,"domain_scores_codex":[0.9975105,0.0002817639,0.0005197627,0.0004877809,0.0005391705,0.0006610453],"domain_scores_gemma":[0.9982033,0.0007920957,0.000141766,0.0004650459,0.0002089949,0.0001887843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002213883,0.001686238,0.9554151,0.0001005281,0.00044878,0.0005520066,0.0004526965,0.0001696512,0.002164864,0.00008521366,0.0001051558,0.03660583],"study_design_scores_gemma":[0.07109477,0.01374499,0.7248579,0.003113292,0.0004959502,0.001542873,0.007358684,0.001904335,0.1712619,0.0008010655,0.00301708,0.0008072362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909601,0.004227483,0.00001845963,0.003495113,0.00002399878,0.001064587,0.00007950807,0.00004116453,0.00008957534],"genre_scores_gemma":[0.9958131,0.0006616817,0.00308189,0.00002968279,0.00001316253,0.0002570498,0.00004203253,0.00003435839,0.00006708075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2305573,"threshold_uncertainty_score":0.9692772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07200998600052828,"score_gpt":0.3839377346236747,"score_spread":0.3119277486231464,"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."}}