{"id":"W2810139382","doi":"10.3747/co.25.3999","title":"Medical Oncology Workload in Canada: Infrastructure, Supports, and Delivery of Clinical Care","year":2018,"lang":"en","type":"article","venue":"Current Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Workload; Medicine; Family medicine; Snowball sampling; Internal medicine; Pathology; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009381093,0.0002724672,0.0002388578,0.001722837,0.003291955,0.001883724,0.001114898,0.0003954979,0.003704626],"category_scores_gemma":[0.006868333,0.0002485126,0.0002912579,0.006200311,0.0009750546,0.0006204506,0.001637557,0.0006738016,0.0002601336],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06591959,"about_ca_system_score_gemma":0.1322991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9949461,"about_ca_topic_score_gemma":0.9960862,"domain_scores_codex":[0.9975457,0.0002240265,0.00009968133,0.0001343831,0.0009502048,0.001045991],"domain_scores_gemma":[0.9894974,0.0007110065,0.001574512,0.0001185631,0.003641028,0.004457518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009708635,0.00005904797,0.9082792,0.0004183055,0.00006692786,0.0003137787,0.003282103,0.0009636485,0.0001928327,0.001507027,0.0336912,0.05112883],"study_design_scores_gemma":[0.000009929126,0.00002233845,0.9826942,0.000183679,0.00001837823,0.00008227811,0.004144559,0.0005550467,0.00006624302,0.0001771292,0.01202666,0.00001954793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9061398,0.009153052,0.0005372426,0.03100429,0.0002076593,0.0001583674,0.01168739,0.0001148096,0.04099745],"genre_scores_gemma":[0.9921854,0.003085295,0.000405129,0.001134737,0.00004870662,0.00002893024,0.001680021,0.000016607,0.001415195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9340804,"threshold_uncertainty_score":0.4782823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05577784542680615,"score_gpt":0.4799026731894236,"score_spread":0.4241248277626175,"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."}}