{"id":"W4387394574","doi":"10.3791/65504","title":"Radiation Planning Assistant - A Web-based Tool to Support High-quality Radiotherapy in Clinics with Limited Resources","year":2023,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"National Cancer Institute; Cancer Prevention and Research Institute of Texas; University of Texas MD Anderson Cancer Center; Wellcome Trust; Science and Technology Facilities Council; Varian Medical Systems","keywords":"Computer science; Plan (archaeology); Radiation treatment planning; Upload; Radiation therapy; Service (business); Scale (ratio); Radiation oncology; Medical physics; World Wide Web; Medicine; Radiology","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":[0.0008632533,0.0002226681,0.0005371065,0.0004889719,0.00007187726,0.00006755388,0.0002337232,0.00006207165,0.0001720846],"category_scores_gemma":[0.00002212738,0.0001838731,0.0001255702,0.0006590322,0.00003266329,0.0002388965,0.00001762814,0.0002266198,0.000002591735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002033627,"about_ca_system_score_gemma":0.000159985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002853308,"about_ca_topic_score_gemma":4.407632e-7,"domain_scores_codex":[0.9978424,0.0002135167,0.000906101,0.0002253472,0.0004935352,0.0003191003],"domain_scores_gemma":[0.9986778,0.0001619023,0.000707146,0.0002261115,0.0000980235,0.0001290098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00917844,0.00148866,0.5597187,0.00003629655,0.0007028828,0.0001775263,0.009186097,0.009742023,0.3624422,0.0008571757,0.004712436,0.04175755],"study_design_scores_gemma":[0.05818867,0.0104385,0.2096491,0.001289428,0.0001015708,0.00001577101,0.003059749,0.005925056,0.5093518,0.0008491486,0.1987903,0.002340839],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9310957,0.0001211798,0.0680664,0.0001233412,0.0001284644,0.0003052112,0.00001702357,0.00007565953,0.00006708594],"genre_scores_gemma":[0.9456852,0.00002538512,0.05336804,0.0004226957,0.0002770135,0.00005295377,0.00002396196,0.00006234123,0.00008241237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3500696,"threshold_uncertainty_score":0.7498129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03501333006515737,"score_gpt":0.4573030097114306,"score_spread":0.4222896796462732,"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."}}