{"id":"W2109824259","doi":"10.1186/1748-717x-5-120","title":"The impact of dose calculation algorithms on partial and whole breast radiation treatment plans","year":2010,"lang":"en","type":"article","venue":"Radiation Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria; BC Cancer Agency","funders":"","keywords":"Medicine; Medical physics; Radiation therapy; Algorithm; Radiation dose; Nuclear 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":[0.00009954701,0.000118882,0.0001300566,0.0000310574,0.0001543443,0.00001078369,0.00004455345,0.0001316332,0.000009049242],"category_scores_gemma":[0.00003832353,0.00007830275,0.00006821051,0.00004654751,0.00009709151,0.000004886039,0.00001694874,0.0000505936,0.000006007016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000117208,"about_ca_system_score_gemma":0.0001280537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003063839,"about_ca_topic_score_gemma":0.0003468048,"domain_scores_codex":[0.999365,0.000068199,0.0001575425,0.0001887071,0.00006317192,0.0001573383],"domain_scores_gemma":[0.9995077,0.00008748305,0.000136846,0.000174361,0.00004227094,0.00005130978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008546264,0.0003806932,0.09624843,0.000002640426,0.0003871588,0.000001603257,0.0004061801,0.0009578728,0.08275203,0.0003089262,0.001435719,0.8162641],"study_design_scores_gemma":[0.002597598,0.001569218,0.9549649,0.000001822444,0.00004735726,0.00004419722,0.00003342953,0.001125954,0.01331107,0.00003242094,0.02616612,0.0001058515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976513,0.0002348749,0.00009002723,0.0009761185,0.0002582969,0.0002277396,0.0001923285,0.000007080275,0.0003622507],"genre_scores_gemma":[0.9987386,0.0003506844,0.00005732726,0.00002894719,0.0004158708,0.00005847533,0.0002740116,0.000009537678,0.00006652572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8587165,"threshold_uncertainty_score":0.3193093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008881851062668901,"score_gpt":0.3183826978298021,"score_spread":0.3095008467671331,"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."}}