{"id":"W2771820077","doi":"10.1200/jco.2017.35.15_suppl.e18080","title":"Delivering global cancer care: An international study of medical oncology workload.","year":2017,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Kingston General Hospital","funders":"","keywords":"Medicine; Workload; Context (archaeology); Snowball sampling; Global health; Family medicine; Internal medicine; Nursing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001615613,0.0001858765,0.0001304882,0.001176746,0.0003883542,0.0009510439,0.0003001699,0.0003984663,0.002792143],"category_scores_gemma":[0.006695584,0.0001599728,0.0002024709,0.003041906,0.0005503448,0.00159996,0.001310659,0.0005316751,0.000288061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005457446,"about_ca_system_score_gemma":0.0006895422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004996833,"about_ca_topic_score_gemma":0.005621748,"domain_scores_codex":[0.9992532,0.0003183525,0.00009246913,0.00007714357,0.0001383107,0.0001205821],"domain_scores_gemma":[0.9932395,0.001563091,0.003574134,0.0001914957,0.0005751919,0.0008565709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002320914,0.00003493711,0.9860705,0.00004856471,0.00001871931,0.00005863953,0.003565569,0.00003601706,0.0000476258,0.0001251763,0.001462178,0.008508787],"study_design_scores_gemma":[0.000002824214,0.00003144096,0.9909775,0.00005230961,0.00000503701,0.00009973933,0.007292229,0.00007596355,0.00001096336,0.00003926715,0.001409073,0.000003636405],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921663,0.0008688666,0.00006869178,0.001912081,0.00002747301,0.00001967512,0.0006506384,0.000003803024,0.00428247],"genre_scores_gemma":[0.9987991,0.0004337455,0.00006193975,0.000240241,0.00002274407,0.00001552651,0.0002476452,0.000003175287,0.0001758133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004996833,"threshold_uncertainty_score":0.009935498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1696238900815769,"score_gpt":0.6435051232653975,"score_spread":0.4738812331838207,"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."}}