{"id":"W4200100570","doi":"10.1200/go.21.00345","title":"Clinical Oncology Workload in Sri Lanka: Infrastructure, Supports, and Delivery of Clinical Care","year":2021,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Workload; Clinical Oncology; MEDLINE; Patient care; Clinical research","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009172868,0.0002152467,0.001851756,0.0000624563,0.00004367214,0.000003017158,0.0001459202,0.001523417,0.0003617698],"category_scores_gemma":[0.0009486692,0.0001855077,0.0002513007,0.0003271547,0.001113062,0.00006445502,0.0001709254,0.000984046,0.00001315425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005707159,"about_ca_system_score_gemma":0.003667186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004236948,"about_ca_topic_score_gemma":0.0009636435,"domain_scores_codex":[0.9963154,0.0008539835,0.001636793,0.0006113648,0.0001691501,0.0004132809],"domain_scores_gemma":[0.9971822,0.001408563,0.0004591494,0.0003785532,0.0002817661,0.0002897549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001343026,0.0005342823,0.5843248,0.0000412327,0.0001246326,0.002474482,0.0002463608,0.000007879684,0.00001331388,0.0003917019,0.002674135,0.4078241],"study_design_scores_gemma":[0.007305118,0.003600884,0.5442141,0.00006390254,0.000127452,0.001074256,0.001567049,0.00001952709,0.00001406269,0.0007101389,0.4411761,0.0001274543],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9395547,0.01416934,0.00006861876,0.002170325,0.003551625,0.0003183831,0.0000420025,0.00003497549,0.04009004],"genre_scores_gemma":[0.9366131,0.02063859,0.03150721,0.00953856,0.001437296,0.00001650861,0.00006517854,0.00001589441,0.000167656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.438502,"threshold_uncertainty_score":0.9997728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0373441738957293,"score_gpt":0.4974744781146193,"score_spread":0.46013030421889,"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."}}