{"id":"W1964768935","doi":"10.1016/j.ijrobp.2013.09.040","title":"Current Status and Recommendations for the Future of Research, Teaching, and Testing in the Biological Sciences of Radiation Oncology: Report of the American Society for Radiation Oncology Cancer Biology/Radiation Biology Task Force, Executive Summary","year":2013,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute","keywords":"Radiation oncology; Medicine; Specialty; Medical physics; Medical education; Oncology; Engineering ethics; Radiation therapy; Family medicine; Internal medicine; Engineering","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005682355,0.0002253291,0.0008015112,0.0002766791,0.0004797305,0.00001374013,0.000527518,0.0003929048,0.000007591508],"category_scores_gemma":[0.003186523,0.0001290328,0.0002721122,0.0005266356,0.003184924,0.0002581021,0.00009820848,0.001120452,1.753431e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008381381,"about_ca_system_score_gemma":0.001565727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002500338,"about_ca_topic_score_gemma":0.00004719788,"domain_scores_codex":[0.9959435,0.001731349,0.001327802,0.0003852652,0.0002198682,0.0003922149],"domain_scores_gemma":[0.9817316,0.01329457,0.003549279,0.0002047085,0.001146178,0.00007367981],"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":[0.0004066459,0.000372163,0.3415615,0.00002270881,0.0003543913,6.54658e-7,0.002109359,0.0001613025,0.005018569,0.01298449,0.003142782,0.6338654],"study_design_scores_gemma":[0.01189373,0.01587097,0.3302388,0.0002340387,0.0004654093,0.0003230794,0.007842557,0.0115312,0.001957522,0.08931125,0.5299372,0.0003942192],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080672,0.01958376,0.01536899,0.04907894,0.004118257,0.003073725,0.0004543444,0.0000199988,0.0002347848],"genre_scores_gemma":[0.9487608,0.03344038,0.0131459,0.001519127,0.002554821,0.0003491512,0.0001918729,0.00002077572,0.00001716487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6334713,"threshold_uncertainty_score":0.9995278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06396294852889521,"score_gpt":0.4801833871104748,"score_spread":0.4162204385815795,"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."}}