{"id":"W4410841109","doi":"10.1200/jco.2025.43.16_suppl.9007","title":"Board certification and billing practices of international medical graduate hematologists and oncologists.","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Certification; Family medicine; Board certification; Medical education; Continuing medical education; Continuing education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00171239,0.0001524553,0.0001039828,0.001645594,0.0003253341,0.000593518,0.0004313397,0.0003780751,0.003170611],"category_scores_gemma":[0.01191599,0.0001510002,0.0002311363,0.001834921,0.0002711742,0.0004736418,0.000673738,0.0005573922,0.0006036913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293821,"about_ca_system_score_gemma":0.001269677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0187006,"about_ca_topic_score_gemma":0.02793792,"domain_scores_codex":[0.9985827,0.0002900444,0.0001558108,0.0002190631,0.0004866821,0.0002657305],"domain_scores_gemma":[0.9887533,0.001447291,0.006686807,0.0003279849,0.001125964,0.001658629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001355886,0.00002839153,0.9929532,0.00001051423,0.000007574861,0.00002021242,0.000178723,0.00004401591,0.00005144902,0.00005643675,0.002169536,0.004466293],"study_design_scores_gemma":[0.00000375144,0.00001720276,0.9975762,0.00001831462,0.000004126136,0.00008377782,0.0003157373,0.000234681,0.00005471898,0.00002184277,0.00166771,0.000002044175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909316,0.0003753258,0.0001657047,0.0009919738,0.00002582126,0.00003749154,0.00297086,0.00002165026,0.004479484],"genre_scores_gemma":[0.9956962,0.0002245773,0.0002812289,0.0002240547,0.00003024199,0.00002815843,0.002691051,0.000008262245,0.0008162122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0187006,"threshold_uncertainty_score":0.03718352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2446033873062142,"score_gpt":0.6021396420961331,"score_spread":0.3575362547899189,"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."}}