{"id":"W2059463361","doi":"10.3389/fonc.2014.00380","title":"A Systematic Review of Radiotherapy Capacity in Low- and Middle-Income Countries","year":2015,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":153,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"National Cancer Institute","keywords":"Low and middle income countries; Latin Americans; Population; Developing country; Global health; Medicine; CINAHL; Geography; Socioeconomics; MEDLINE; Economic growth; Political science; Environmental health; Public health; Pathology","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":[0.002477503,0.0004902387,0.01013149,0.0006776165,0.00002403337,0.000003451091,0.0003060299,0.001053212,0.0000389352],"category_scores_gemma":[0.0006953147,0.0003593075,0.0002955727,0.000573341,0.0008130658,0.00007336483,0.00004030279,0.0008948784,0.000003890603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002646216,"about_ca_system_score_gemma":0.001499532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001172281,"about_ca_topic_score_gemma":0.00002148542,"domain_scores_codex":[0.9955581,0.001230601,0.002057976,0.0004914922,0.0002528371,0.0004090103],"domain_scores_gemma":[0.9972983,0.0007003568,0.00116615,0.0005757107,0.0001164732,0.0001430266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009708956,0.0001554342,0.0003804835,0.9732627,0.0004086902,0.0002269918,0.0002787191,2.215892e-7,1.268647e-8,0.0000875381,0.001156179,0.02394595],"study_design_scores_gemma":[0.001147537,0.00045904,0.000004924831,0.5718798,0.0006898902,0.0005431293,0.00003319502,0.000008136133,4.500475e-8,0.00009661402,0.4249624,0.0001752625],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000008936974,0.9927258,0.0003728827,0.0002110983,0.001733118,0.004361455,0.00003467116,0.00002132299,0.0005307443],"genre_scores_gemma":[4.090847e-7,0.9825996,0.01532988,0.001008829,0.0001729443,0.0005063637,0.00002426624,0.00005558911,0.0003020953],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4238062,"threshold_uncertainty_score":0.9998859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03957847615336985,"score_gpt":0.3873092045848665,"score_spread":0.3477307284314967,"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."}}