{"id":"W2077507020","doi":"10.1016/j.ijrobp.2007.03.006","title":"Ontario Radiation Oncology Residents’ Needs in the First Postgraduate Year-Residents’ Perspective Survey","year":2007,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Ottawa; University of Toronto; Princess Margaret Cancer Centre; Occupational Cancer Research Centre; McMaster University; Queen's University; Cancer Care Ontario; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiation oncology; Workload; Family medicine; Stressor; Internal medicine; Radiation therapy; Clinical psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008052414,0.0001461423,0.0002488524,0.0007811923,0.002070232,0.0006550545,0.00058299,0.0004940369,0.003297889],"category_scores_gemma":[0.003803334,0.0003058801,0.0003176544,0.00223083,0.0003683237,0.0005197545,0.001089438,0.0005459038,0.0003391665],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0132122,"about_ca_system_score_gemma":0.0187828,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8913196,"about_ca_topic_score_gemma":0.9748336,"domain_scores_codex":[0.9991207,0.0001080432,0.00006254352,0.0000509239,0.0003202852,0.0003376387],"domain_scores_gemma":[0.9955245,0.0002645406,0.0008591025,0.00005448098,0.001319356,0.001978097],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001167575,0.0001058339,0.9726771,0.00007871674,0.00002085152,0.0002591162,0.01002149,0.00006852433,0.0002134114,0.00008279805,0.01025202,0.006103493],"study_design_scores_gemma":[0.000005949758,0.00002842532,0.9861399,0.00002316039,0.00000425781,0.0000636418,0.011188,0.00004356959,0.00002637073,0.000007276967,0.00246331,0.000006122896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894837,0.0002831391,0.00002000763,0.00256823,0.00002453522,0.00004193142,0.002838162,0.00000451099,0.004735785],"genre_scores_gemma":[0.9948496,0.0006488972,0.0001142153,0.0006291313,0.00001873439,0.00005293445,0.001156693,0.00000431247,0.00252554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9991947,"threshold_uncertainty_score":0.2186409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02736034480215093,"score_gpt":0.3915840701514245,"score_spread":0.3642237253492736,"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."}}