{"id":"W2594282626","doi":"10.1080/0284186x.2017.1295166","title":"Optimizing SABR delivery for synchronous multiple lung tumors using volumetric-modulated arc therapy","year":2017,"lang":"en","type":"article","venue":"Acta Oncologica","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"SABR volatility model; Medicine; Radiation therapy; Pneumonitis; Nuclear medicine; Lung; Radiosurgery; Dose fractionation; Toxicity; Lung cancer; Radiology; Internal medicine","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":[0.0002728892,0.0002656279,0.0002250551,0.0004359174,0.0001309246,0.0004140283,0.0003655412,0.0001714128,0.0008299561],"category_scores_gemma":[0.0006002849,0.0001065074,0.0004118795,0.0002984312,0.0001522331,0.0002143365,0.0003330348,0.0001904536,0.0002442284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007026775,"about_ca_system_score_gemma":0.0005624361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352437,"about_ca_topic_score_gemma":0.003068782,"domain_scores_codex":[0.9998361,0.00002662426,0.00001147008,0.00003512185,0.00006020677,0.00003045825],"domain_scores_gemma":[0.9998487,0.00003164453,0.00008174678,0.000009628915,0.00001262794,0.00001552164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001083819,0.0007737446,0.2049279,0.0009948227,0.0003591486,0.0007252974,0.0003046055,0.1740941,0.2820008,0.001068858,0.001588005,0.3320788],"study_design_scores_gemma":[0.0006797837,0.007563708,0.4143178,0.0001935944,0.0006572385,0.009767194,0.0004223196,0.2735715,0.2711343,0.002703682,0.01885892,0.0001299392],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9567814,0.001792677,0.03903539,0.0001182752,0.00001430093,0.0001356115,0.0001547036,0.00021943,0.001748228],"genre_scores_gemma":[0.994303,0.0002992461,0.005077099,0.00001385012,0.000009348011,0.00002428811,0.00007505749,0.00002885509,0.0001692663],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001352437,"threshold_uncertainty_score":0.005098343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03629304946942261,"score_gpt":0.3276302524004527,"score_spread":0.29133720293103,"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."}}