{"id":"W3210101112","doi":"10.1007/s13187-021-02108-w","title":"Clinical Objectives of the Canadian Licensing Examination: Exploring the Representation of Oncology","year":2021,"lang":"en","type":"article","venue":"Journal of Cancer Education","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Clinical Oncology; Representation (politics); Licensure; Oncology; MEDLINE; Family medicine; Medical education; Internal medicine; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005110178,0.00003653462,0.0001923147,0.00006029237,0.00007573547,0.000002793533,0.00006701687,0.00005341497,0.00005335981],"category_scores_gemma":[0.0005748586,0.00002162703,0.00009165764,0.0002491779,0.0001626377,0.0001019578,0.000006185614,0.0002315164,1.391963e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004277981,"about_ca_system_score_gemma":0.006194075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362393,"about_ca_topic_score_gemma":0.01671835,"domain_scores_codex":[0.9990602,0.0002690874,0.000410088,0.00005852649,0.0001444503,0.00005766813],"domain_scores_gemma":[0.9980773,0.000370607,0.0005822236,0.000135001,0.0007915851,0.00004329033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001023249,0.0001790267,0.2728119,0.00002346861,0.0001306257,0.000002847252,0.004170171,0.0001406597,0.001402226,0.0003600656,0.0007557155,0.7199209],"study_design_scores_gemma":[0.0004378341,0.0002002035,0.9601332,0.0001879415,0.000114607,0.0001429821,0.004160546,0.00001639665,0.01018318,0.0002951329,0.02410532,0.00002263062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97567,0.003556031,0.0001505117,0.01223409,0.005432198,0.0001002748,6.156209e-7,9.121093e-7,0.002855363],"genre_scores_gemma":[0.993499,0.00259849,0.001556276,0.0006379248,0.001380949,0.00000500274,5.459581e-7,0.000004451765,0.0003173956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7198983,"threshold_uncertainty_score":0.9994399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08416284737936679,"score_gpt":0.5363417793751831,"score_spread":0.4521789319958163,"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."}}