{"id":"W2157577561","doi":"10.1016/j.radonc.2015.06.012","title":"Optimal radiotherapy utilisation rate in developing countries: An IAEA study","year":2015,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"International Atomic Energy Agency","keywords":"Radiation therapy; Low and middle income countries; Developing country; Stage (stratigraphy); Business; Medicine; Economics; Economic growth; Surgery; Biology","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":[0.00161668,0.0002973734,0.0008283767,0.000290476,0.0001323972,0.0000243954,0.0001487647,0.0003678201,0.000138312],"category_scores_gemma":[0.00005708085,0.000254444,0.00004678413,0.0003071206,0.0003684725,0.0003318811,0.00001416434,0.0003528773,0.000004356252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00193563,"about_ca_system_score_gemma":0.0009245775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005861241,"about_ca_topic_score_gemma":0.0002812213,"domain_scores_codex":[0.9976794,0.0006259896,0.0005097947,0.0005531997,0.0001884501,0.0004431306],"domain_scores_gemma":[0.9988196,0.0003239713,0.0001579256,0.0003270772,0.0001090978,0.0002623043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0219575,0.004821927,0.6699258,0.0001030731,0.0009313578,0.001743758,0.09821026,0.002601471,0.002692078,0.006735474,0.002745647,0.1875316],"study_design_scores_gemma":[0.03077859,0.01830102,0.09235384,0.00004888586,0.00005989917,0.0007339797,0.005570332,0.007307252,0.0001542882,0.0003215032,0.8438077,0.0005627304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659113,0.007480536,0.01810486,0.005815493,0.0008298273,0.001227223,0.000003236557,0.0001147309,0.0005128049],"genre_scores_gemma":[0.7723389,0.04006839,0.143453,0.03911177,0.003086278,0.0003875192,0.00006229284,0.0002053846,0.001286544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.841062,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04255001046802464,"score_gpt":0.406446962257178,"score_spread":0.3638969517891533,"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."}}