{"id":"W6976524399","doi":"10.60692/k6241-9q048","title":"Medical Oncology Workload in Canada: Infrastructure, Supports, and Delivery of Clinical Care","year":2018,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Workload; Workforce; Task force; Snowball sampling; Clinical Oncology; Medical care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008465863,0.0002871354,0.0002786079,0.001760191,0.003147306,0.001797701,0.0009788055,0.0003558832,0.002404972],"category_scores_gemma":[0.005819035,0.0002687197,0.0003575658,0.006475931,0.0007417144,0.0006138693,0.001466737,0.0006174389,0.0001995072],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0628444,"about_ca_system_score_gemma":0.09724599,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964804,"about_ca_topic_score_gemma":0.9976386,"domain_scores_codex":[0.9977587,0.0001840831,0.00009766813,0.0001335243,0.0009913304,0.0008345633],"domain_scores_gemma":[0.9934316,0.0003842248,0.0009985263,0.0000768772,0.002525773,0.002582872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001242488,0.00005476459,0.9074909,0.0003790814,0.00007624905,0.0003255278,0.004299028,0.001008884,0.0002387752,0.001374766,0.02346728,0.06116048],"study_design_scores_gemma":[0.000007839622,0.00002033796,0.9880323,0.000117206,0.00001381032,0.00006360753,0.003052076,0.0004531326,0.00006739439,0.0001088083,0.00804376,0.000019696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.940345,0.00762308,0.0004683577,0.01522386,0.0001264419,0.0001067318,0.01107934,0.00008879755,0.02493846],"genre_scores_gemma":[0.9924566,0.002814749,0.0003934491,0.0007910625,0.00003328246,0.00002457847,0.001929294,0.00001443721,0.001542662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9371556,"threshold_uncertainty_score":0.4559702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340445916024215,"score_gpt":0.3260419681074681,"score_spread":0.302637508947226,"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."}}