{"id":"W4410487341","doi":"10.1016/j.radi.2025.102982","title":"Regulation of diagnostic radiography education and clinical practice: A comparative document analysis of Sub-Saharan Africa and international guidelines","year":2025,"lang":"en","type":"review","venue":"Radiography","topic":"Radiology practices and education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Commonwealth Scholarship Commission","keywords":"Radiography; Medicine; Medical physics; Clinical Practice; Family medicine; Radiology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001283995,0.0003102969,0.002395183,0.004002862,0.00005411895,0.00002808297,0.0001353972,0.0003139814,0.00002260215],"category_scores_gemma":[0.002629513,0.0002606199,0.001119058,0.003240212,0.0003399592,0.0002459994,0.00004070726,0.0002980984,5.001324e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003951265,"about_ca_system_score_gemma":0.000443644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006630801,"about_ca_topic_score_gemma":0.000005943528,"domain_scores_codex":[0.9966708,0.0005131489,0.001861663,0.0005359831,0.0002721859,0.0001461592],"domain_scores_gemma":[0.9911303,0.005516161,0.002012358,0.000424,0.0007849164,0.0001322846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001500502,0.0009425883,0.01566025,0.005225218,0.0227249,0.000001540467,0.0003357811,0.000004817793,0.000001939652,0.0004550448,0.02034323,0.9341546],"study_design_scores_gemma":[0.000465341,0.0002783588,0.05500754,0.006011693,0.06281325,0.00005862589,0.0002086412,0.00009228093,8.304623e-7,0.0001299457,0.8747164,0.0002170892],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001214661,0.9953015,0.0001372407,0.0006096421,0.0007322349,0.001036306,0.00005744106,0.00001493859,0.000896055],"genre_scores_gemma":[0.002268039,0.9903648,0.006141382,0.00006238749,0.0002489452,0.00009952168,0.0007250647,0.00001275084,0.00007704862],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9339375,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09817328346268829,"score_gpt":0.4940474432706041,"score_spread":0.3958741598079158,"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."}}