{"id":"W1966516738","doi":"10.1016/j.ijrobp.2009.12.070","title":"Estimating the Need for Radiotherapy for Patients With Prostate, Breast, and Lung Cancers: Verification of Model Estimates of Need With Radiotherapy Utilization Data From British Columbia","year":2010,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":false,"ca_institutions":"Baker Hughes (Canada); Princess Margaret Cancer Centre; BC Cancer Agency","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Radiation therapy; Breast cancer; Oncology; Lung cancer; Internal medicine; Lung; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004071861,0.0001464337,0.000511926,0.00005910034,0.0001138814,0.00003376186,0.0003688608,0.0001817858,0.0000167552],"category_scores_gemma":[0.0002061595,0.0001231998,0.00006450763,0.0001161993,0.0005130671,0.0003954952,0.00001723107,0.0002390887,3.228752e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002508794,"about_ca_system_score_gemma":0.0007096034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002313761,"about_ca_topic_score_gemma":0.0002636993,"domain_scores_codex":[0.9987237,0.00005662111,0.00061504,0.000255773,0.0001952305,0.0001536483],"domain_scores_gemma":[0.9960571,0.0008480231,0.001564788,0.0002467754,0.001224894,0.0000584012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006554402,0.0006234111,0.756437,0.00005511921,0.001677471,0.000001311016,0.0007925286,0.01440077,0.007850752,0.000358497,0.001300299,0.2099484],"study_design_scores_gemma":[0.02235304,0.003225373,0.08237945,0.0001926992,0.0003889748,0.0001297309,0.00007607349,0.8843985,0.0005266438,0.004292168,0.001827006,0.0002103064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5466291,0.0005273285,0.4501052,0.0005928788,0.0005535644,0.000817157,0.0007569814,0.00001146334,0.000006352255],"genre_scores_gemma":[0.6327693,0.0005163982,0.364588,0.0003676068,0.0008849983,0.00005216091,0.0007676402,0.00004154662,0.00001240225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8699977,"threshold_uncertainty_score":0.5023943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02003018784381518,"score_gpt":0.3564198441073101,"score_spread":0.3363896562634949,"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."}}