{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001834125,0.0007233432,0.0008209331,0.001449691,0.0001859062,0.001249526,0.0009906258,0.00128399,0.005851997],"category_scores_gemma":[0.01388437,0.0006406136,0.002045748,0.001587615,0.0003883129,0.001469836,0.0005360582,0.0008999801,0.0004665244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003028692,"about_ca_system_score_gemma":0.001438954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01017164,"about_ca_topic_score_gemma":0.008474855,"domain_scores_codex":[0.9989247,0.0006312536,0.00005983013,0.0001024379,0.0001351516,0.0001467235],"domain_scores_gemma":[0.992996,0.005926374,0.00048345,0.0002046203,0.0002449141,0.0001446127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002451499,0.000216032,0.08401577,0.0003152725,0.00115411,0.0002910461,0.0000432992,0.8253935,0.0008097967,0.01183017,0.00245725,0.07102226],"study_design_scores_gemma":[0.0002760466,0.0008084134,0.08301108,0.0001352766,0.001562514,0.001242159,0.0001906376,0.8851746,0.0009617402,0.02225489,0.004313759,0.00006889625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240878,0.008087747,0.03826215,0.00434535,0.0001573444,0.0002742295,0.006550772,0.0001665867,0.01806811],"genre_scores_gemma":[0.9927064,0.0008005337,0.004047052,0.00009444821,0.00004661994,0.000046778,0.0007817668,0.0000282781,0.001448141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01017164,"threshold_uncertainty_score":0.0219748,"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."}}