{"id":"W2901416798","doi":"10.1016/j.prro.2018.05.006","title":"Assessing Functionality and Benefits of Comprehensive Dose Volume Prescriptions: An International, Multi-Institutional, Treatment Planning Study in Spine Stereotactic Body Radiation Therapy","year":2018,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Management of metastatic bone disease","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Protocol (science); Radiation therapy; Radiosurgery; Nuclear medicine; Spinal cord; Effective dose (radiation); Radiation treatment planning; Dose-volume histogram; Radiology; Pathology","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":[0.000518935,0.0001786002,0.0003766647,0.000333029,0.0001157707,0.0000624869,0.00005598773,0.00008438995,0.000266026],"category_scores_gemma":[0.0008105545,0.000157857,0.00004415363,0.0001986213,0.0001710461,0.001243018,0.00003396031,0.0001484705,0.00001414895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005132995,"about_ca_system_score_gemma":0.0003447318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001595746,"about_ca_topic_score_gemma":0.00003564487,"domain_scores_codex":[0.9980125,0.0004779082,0.0005665441,0.0004042777,0.0003653765,0.0001734222],"domain_scores_gemma":[0.998603,0.0003194327,0.0003632088,0.0002380323,0.0003221364,0.0001541496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002211156,0.01489713,0.8848482,0.00004102301,0.0006100525,0.00008872467,0.001652535,0.0003665572,0.0006718468,0.001770233,0.0001018693,0.09274067],"study_design_scores_gemma":[0.01031487,0.003559873,0.9514718,0.00002409757,0.0002061803,0.00003406171,0.001012275,0.02372607,0.00003408804,0.00004233345,0.009463757,0.0001106124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934232,0.0003668123,0.001645813,0.002219898,0.0004578988,0.001299149,0.00001392957,0.00003611273,0.0005371515],"genre_scores_gemma":[0.9941083,0.0002912019,0.004424076,0.0005389341,0.0002383558,0.000126756,0.0001926157,0.00001345527,0.00006629847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09263006,"threshold_uncertainty_score":0.6437222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1955333751798097,"score_gpt":0.4736370538141572,"score_spread":0.2781036786343475,"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."}}