{"id":"W2514500175","doi":"10.1118/1.4961850","title":"Sci‐Fri PM: Radiation Therapy, Planning, Imaging, and Special Techniques ‐ 07: Transitioning from extended‐distance total body irradiation to optimized VMAT total marrow irradiation","year":2016,"lang":"en","type":"article","venue":"Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Contouring; Medicine; Nuclear medicine; Bolus (digestion); Radiation treatment planning; Radiation therapy; Bone marrow; Total body irradiation; Radiology; Surgery; Chemotherapy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007147374,0.0002216916,0.0001216993,0.0004374249,0.0002986604,0.0006326905,0.0006278172,0.0003560277,0.007711824],"category_scores_gemma":[0.0006681981,0.0001647199,0.0003333414,0.0003451413,0.0004847604,0.0002698473,0.0004346054,0.0007349766,0.001680402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001743861,"about_ca_system_score_gemma":0.001919576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01520796,"about_ca_topic_score_gemma":0.02539492,"domain_scores_codex":[0.9997613,0.00003569129,0.000008108841,0.00003017884,0.000140733,0.00002393635],"domain_scores_gemma":[0.9998271,0.00002919931,0.00002066899,0.00002578546,0.00005449938,0.000042828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001064484,0.0005520823,0.01678907,0.0004919377,0.00009459085,0.0006105559,0.0004060265,0.02250273,0.1014884,0.008430414,0.04802014,0.7995496],"study_design_scores_gemma":[0.0005655331,0.002514471,0.1872925,0.0002592681,0.0001413678,0.00698194,0.0002438289,0.03335948,0.1901717,0.00601928,0.5723423,0.0001083504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4354002,0.02496852,0.315098,0.01060678,0.001431597,0.002126702,0.002704389,0.00627374,0.20139],"genre_scores_gemma":[0.7480643,0.01071501,0.1659479,0.001794745,0.0003237262,0.0003916219,0.002342862,0.001518156,0.06890168],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01520796,"threshold_uncertainty_score":0.03023893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00600440149461537,"score_gpt":0.2646480739539018,"score_spread":0.2586436724592864,"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."}}