{"id":"W4381851488","doi":"10.1016/j.ejmp.2023.102623","title":"Advanced automated treatment planning for total body irradiation: Implementation and effects on standardization","year":2023,"lang":"en","type":"article","venue":"Physica Medica","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Standard deviation; Standardization; Medicine; Automation; Nuclear medicine; Statistics; Computer science; Simulation; Mathematics; Medical physics; Engineering; Operating system","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":[0.00828476,0.0005202023,0.0004311432,0.001025236,0.0004244871,0.00150546,0.001069338,0.0003180026,0.001406659],"category_scores_gemma":[0.02417969,0.0004929338,0.0006549322,0.00113361,0.0008348738,0.0008640885,0.001309048,0.0006692688,0.0003764397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180265,"about_ca_system_score_gemma":0.001480901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002739002,"about_ca_topic_score_gemma":0.002386875,"domain_scores_codex":[0.9876367,0.004750902,0.0009575455,0.001186438,0.005207875,0.0002605341],"domain_scores_gemma":[0.9722162,0.01252883,0.004571301,0.007111165,0.003328118,0.0002443463],"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":[0.0007577635,0.0002668074,0.1053777,0.0005058317,0.0002510333,0.0002226531,0.001162991,0.05817801,0.01917001,0.001929127,0.001862318,0.8103157],"study_design_scores_gemma":[0.0004200792,0.004764356,0.53158,0.0005944378,0.0005875057,0.005758184,0.0005929764,0.2559911,0.1316335,0.00846236,0.0592353,0.0003803037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6424115,0.002249095,0.343857,0.0005541673,0.0001055217,0.0004452358,0.0004328186,0.004171151,0.005773361],"genre_scores_gemma":[0.8568919,0.0005602262,0.1400526,0.0001487122,0.00007193641,0.0001814779,0.0006725529,0.0006304543,0.0007901299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00828476,"threshold_uncertainty_score":0.04381454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008733551005380811,"score_gpt":0.3566231373900193,"score_spread":0.3478895863846385,"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."}}