{"id":"W2887686891","doi":"10.1002/acm2.12413","title":"Energy‐dependent <scp>OAR</scp> sparing and dose conformity for total marrow irradiation of obese patients","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Nuclear medicine; Isocenter; Medicine; Rectum; Radiation treatment planning; Irradiation; Bone marrow; Urology; Radiation therapy; Surgery; Internal medicine; 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":[0.0006814466,0.0001615188,0.0005430045,0.00003532068,0.00006416994,0.00001635039,0.0002170113,0.0001374008,0.00002944874],"category_scores_gemma":[0.0001620292,0.0001314086,0.0001996157,0.00008432063,0.0003232881,0.0001563029,0.00006874285,0.000374016,7.052252e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002923714,"about_ca_system_score_gemma":0.0001298263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007755769,"about_ca_topic_score_gemma":8.437243e-7,"domain_scores_codex":[0.9979684,0.00003235109,0.00103941,0.0001846517,0.00054863,0.0002265438],"domain_scores_gemma":[0.9973503,0.0008778149,0.001022193,0.0001634089,0.0002868998,0.0002993816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003610236,0.001505205,0.04787582,0.00005868206,0.0003983379,0.000001212876,0.0002563676,0.00002029311,0.000720091,0.04101996,0.001856739,0.9059263],"study_design_scores_gemma":[0.03198485,0.009104581,0.08512472,0.0007926779,0.0006220118,0.000009847282,0.0004378997,0.01302788,0.0604226,0.7731922,0.024467,0.0008137667],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7107328,0.00003201334,0.286718,0.0000409398,0.0003871133,0.0002176226,0.00002086596,0.00001381939,0.001836849],"genre_scores_gemma":[0.9886025,0.00005302057,0.008547844,0.0001920268,0.002541958,0.00001066053,0.000008978006,0.00002315888,0.00001991782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9051125,"threshold_uncertainty_score":0.5358689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0165989846300351,"score_gpt":0.3198319239506052,"score_spread":0.3032329393205701,"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."}}