{"id":"W2046898983","doi":"10.1016/j.radonc.2008.01.005","title":"The cost of radiation therapy","year":2008,"lang":"en","type":"review","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"University of Pennsylvania","keywords":"Radiation therapy; Cost effectiveness; Cost estimate; Medicine; Cost–benefit analysis; Fraction (chemistry); Consistency (knowledge bases); Medical physics; Health care; Cost analysis; Process (computing); Computer science; Risk analysis (engineering); Operations research; Surgery; Mathematics; Economics; 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":[0.0003395584,0.0003872422,0.002319851,0.0001552812,0.0003100938,0.000006935539,0.0002136397,0.0008650126,0.0000817383],"category_scores_gemma":[0.00005676218,0.0002145903,0.0004443113,0.0002613872,0.001132512,0.00004470432,0.00001431412,0.0006118902,0.000004757119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006691046,"about_ca_system_score_gemma":0.001043271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004690834,"about_ca_topic_score_gemma":0.000005223796,"domain_scores_codex":[0.9979598,0.0004440482,0.0007393173,0.000366031,0.0001580309,0.0003327532],"domain_scores_gemma":[0.9966562,0.00207073,0.0006479418,0.000455425,0.0000531835,0.0001165499],"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":[0.0003358519,0.0001543369,0.00003778419,0.0005138594,0.0006945261,0.00004303199,0.0001871016,3.632878e-7,0.000002943916,0.0005207373,0.003925376,0.9935841],"study_design_scores_gemma":[0.002218624,0.00190835,0.00004518982,0.0004910805,0.0001443414,0.002721933,0.00001136889,0.000008721066,0.000004164217,0.00004671683,0.9922096,0.0001899363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009589963,0.9950413,0.0004225395,0.0004143525,0.0009492129,0.001730446,0.00001385568,0.00003741298,0.001381258],"genre_scores_gemma":[0.000001620262,0.9959041,0.0009022322,0.0007323942,0.001122599,0.0002079436,0.00003555499,0.00006697308,0.001026551],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9933941,"threshold_uncertainty_score":0.8750739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04095626742488206,"score_gpt":0.4314974349492503,"score_spread":0.3905411675243682,"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."}}