{"id":"W2939476183","doi":"10.1016/j.radonc.2019.04.011","title":"Estimating the cost of radiotherapy for 5-year local control and overall survival benefit","year":2019,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Radiation therapy; Medicine; Control (management); Computer science; Internal medicine; Artificial intelligence","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":[0.0006226991,0.0002160401,0.0008490329,0.00006986293,0.0001386799,0.000009449507,0.0001166345,0.0002971876,0.000166236],"category_scores_gemma":[0.00003568544,0.0001437961,0.0001108315,0.00007543637,0.0006820997,0.00007462004,0.00001030761,0.0002497808,0.000001023538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000248786,"about_ca_system_score_gemma":0.0001371817,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001858729,"about_ca_topic_score_gemma":0.00002026093,"domain_scores_codex":[0.9987324,0.000111668,0.0003627687,0.0003421528,0.0001237222,0.00032725],"domain_scores_gemma":[0.997713,0.001630079,0.0002068751,0.0002718316,0.00007497238,0.0001032838],"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":[0.01845614,0.0005942073,0.1278973,0.000412428,0.001794578,0.00002333218,0.00284891,0.00348772,0.0335287,0.03703912,0.001310702,0.7726068],"study_design_scores_gemma":[0.08130705,0.0189148,0.0679929,0.0001795088,0.000327206,0.001041559,0.0006372974,0.1867867,0.0004895387,0.004258343,0.63736,0.0007051097],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5941071,0.0206012,0.3711894,0.007951821,0.001765312,0.003296455,0.00004876214,0.00006079084,0.000979196],"genre_scores_gemma":[0.8831015,0.007420815,0.0953313,0.01087794,0.001616174,0.0001825783,0.00001672752,0.00009770021,0.001355225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7719017,"threshold_uncertainty_score":0.5863837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253621716990785,"score_gpt":0.3447921990304314,"score_spread":0.3322559818605235,"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."}}