{"id":"W2971348960","doi":"10.3747/co.26.4925","title":"Employment Outcomes for Recent Canadian Radiation Oncology Graduates","year":2019,"lang":"en","type":"article","venue":"Current Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northeast Cancer Centre; Dr. H. Bliss Murphy Cancer Centre; The Society of Gynecologic Oncology of Canada; Kelowna General Hospital; Ottawa Hospital; BC Cancer Agency; Centre hospitalier universitaire de Québec; Cancer Care South East; BC Cancer Foundation","funders":"","keywords":"Graduation (instrument); Workforce; Medicine; Radiation oncology; Certification; Career Pathways; Family medicine; Medical education; Management; Political science; Internal medicine; Radiation therapy","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":[0.001136073,0.0002180357,0.0001871609,0.00141343,0.002203584,0.0009251535,0.0008378996,0.0003725363,0.005346024],"category_scores_gemma":[0.004340401,0.0001414612,0.0003416093,0.002029212,0.0005324133,0.0003950018,0.001145747,0.0007027622,0.0005319714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01142298,"about_ca_system_score_gemma":0.02425452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9326143,"about_ca_topic_score_gemma":0.9561028,"domain_scores_codex":[0.9992363,0.00003673076,0.0000319112,0.00007480422,0.000330997,0.0002891226],"domain_scores_gemma":[0.9966186,0.00009188637,0.0006965016,0.00003963858,0.001230869,0.001322442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004682619,0.00004906113,0.9762733,0.0001043171,0.00002348675,0.00007919729,0.001465249,0.0001293434,0.000115479,0.0001069922,0.006859486,0.01474734],"study_design_scores_gemma":[0.000002777465,0.0000307332,0.9953914,0.00006442014,0.000006579884,0.00004284432,0.00161787,0.00005371064,0.00003538851,0.00001266746,0.002734378,0.000007171719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816715,0.001137684,0.00008777233,0.002668238,0.00007304901,0.00004764523,0.005748811,0.00002462062,0.008540702],"genre_scores_gemma":[0.9936335,0.001217877,0.000130037,0.0002841688,0.00003178373,0.0000254712,0.002806036,0.000007457084,0.001863667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06738573,"threshold_uncertainty_score":0.1355651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0881409124780758,"score_gpt":0.4837695820159,"score_spread":0.3956286695378242,"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."}}