{"id":"W2843518899","doi":"10.1016/j.radonc.2018.06.026","title":"Impact of radiotherapy underutilisation measured by survival shortfall, years of potential life lost and disability-adjusted life years lost in New South Wales, Australia","year":2018,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Life expectancy; Years of potential life lost; Medicine; Demography; Population; Gerontology; Environmental health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005890626,0.0002791246,0.001124686,0.0001718167,0.00004222324,0.000008782595,0.0001443237,0.0005803129,0.00078524],"category_scores_gemma":[0.0001442046,0.0002560013,0.0001569,0.0003111689,0.001864125,0.0001305633,0.00001773841,0.0003307353,0.00000223962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005845173,"about_ca_system_score_gemma":0.0007595989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006379745,"about_ca_topic_score_gemma":0.000526029,"domain_scores_codex":[0.9978304,0.000373199,0.0006785697,0.0004740476,0.0002516166,0.0003921524],"domain_scores_gemma":[0.9985987,0.0003038674,0.0003187821,0.0003394701,0.00008057182,0.0003586236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01277337,0.00123474,0.8542877,0.0001060171,0.001160233,0.00003441495,0.00653163,0.00008546562,0.05214715,0.0002241139,0.002808816,0.06860638],"study_design_scores_gemma":[0.01350383,0.007649098,0.9706573,0.00006169517,0.0001157241,0.00008726104,0.000388911,0.0005384469,0.0002777119,0.0001533892,0.00626812,0.0002985152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890059,0.00649904,0.00257023,0.0007177767,0.0004453924,0.0006147637,0.00005679057,0.00002039909,0.00006970397],"genre_scores_gemma":[0.9911297,0.004400295,0.002948201,0.0003981139,0.000726638,0.000004092255,0.00002614949,0.00004463725,0.0003221498],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1163696,"threshold_uncertainty_score":0.9999892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04143012398615148,"score_gpt":0.3752063793036555,"score_spread":0.333776255317504,"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."}}