{"id":"W2608489707","doi":"10.1007/s10898-017-0527-8","title":"Incorporation of delivery times in stereotactic radiosurgery treatment optimization","year":2017,"lang":"en","type":"article","venue":"Journal of Global Optimization","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Radiosurgery; Duration (music); Mathematical optimization; Computer science; Radiation therapy; Mathematics; Medical physics; Medicine; Surgery; Physics","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":[0.0001475682,0.0001141084,0.0002707866,0.00008152822,0.00007288338,0.00005471039,0.000137616,0.00004317522,0.00009764251],"category_scores_gemma":[0.00002100984,0.0001006249,0.00009583041,0.00009765426,0.00004037419,0.0009573005,0.0000138923,0.00005220552,2.113747e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002713502,"about_ca_system_score_gemma":0.0001172283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007915842,"about_ca_topic_score_gemma":0.000002702403,"domain_scores_codex":[0.9991197,0.00005092667,0.0004942818,0.00009005273,0.0001489278,0.00009608436],"domain_scores_gemma":[0.9980131,0.00002539819,0.001506489,0.0001922105,0.0002235553,0.00003927535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009959827,0.0001345249,0.1784981,0.000003544174,0.00005433698,0.00000348808,0.00002664605,0.8134381,0.00006040015,0.0004875918,0.00003847275,0.007155141],"study_design_scores_gemma":[0.004926712,0.00114527,0.03171894,0.0004073298,0.0001771992,0.00003861455,0.0001030482,0.9537257,0.004732651,0.002257541,0.0002929528,0.0004740199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05972392,0.0001219868,0.9383341,0.0001523183,0.0001705858,0.0001604862,0.00001369566,0.000008439316,0.001314438],"genre_scores_gemma":[0.8193113,0.0001622724,0.1803685,0.000007308173,0.0001097208,0.000002627104,0.00000957417,0.000008843791,0.0000199311],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7595873,"threshold_uncertainty_score":0.4103365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101853148671352,"score_gpt":0.281193778395709,"score_spread":0.2701752469089955,"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."}}