{"id":"W4390745540","doi":"10.1093/bjro/tzad010","title":"International postgraduate fellowships in radiology: the good, the bad, and the paperwork","year":2023,"lang":"en","type":"article","venue":"BJR|Open","topic":"Radiology practices and education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Subspecialty; Medical education; Medicine; Professional development; Career path; Healthcare system; Health care; Family medicine; Political science; Engineering management; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002427867,0.00008109504,0.0001603106,0.0000334762,0.0002307238,0.0001373405,0.0007480478,0.00005671722,0.0001459318],"category_scores_gemma":[0.0007291378,0.00003344057,0.00003182359,0.0002433771,0.0002663061,0.0001460018,0.0003694183,0.0003210063,0.0001540536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002690308,"about_ca_system_score_gemma":0.00007317543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006675505,"about_ca_topic_score_gemma":0.0001972129,"domain_scores_codex":[0.9990076,0.0003752929,0.0001736606,0.0001833778,0.00009279938,0.0001672315],"domain_scores_gemma":[0.9982609,0.001242128,0.00009173396,0.0003418871,0.00003259529,0.00003074652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004196596,0.000216748,0.3918343,0.00002240049,0.0007299264,0.00008447579,0.02150333,0.0000758094,0.0004677894,0.08415586,0.3958133,0.1008995],"study_design_scores_gemma":[0.002103706,0.00004993784,0.5297698,0.00002839736,0.0000568023,0.0002399931,0.003501892,0.0007220758,0.000007936822,0.004132854,0.4593247,0.00006191841],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4841715,0.0004420401,0.000001533912,0.4694048,0.0007052454,0.001006511,0.000003205305,0.00001606113,0.04424912],"genre_scores_gemma":[0.9812467,0.00178191,0.00005558106,0.007011027,0.0003870268,0.0001763592,0.000042714,0.00001132708,0.009287417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4970752,"threshold_uncertainty_score":0.1980099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06252038634848708,"score_gpt":0.3724287750606787,"score_spread":0.3099083887121916,"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."}}