{"id":"W4391310980","doi":"10.1016/j.clinimag.2024.110096","title":"Gender distribution of North American professional radiology society award recipients","year":2024,"lang":"en","type":"article","venue":"Clinical Imaging","topic":"Radiology practices and education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; BC Cancer Agency; University of Calgary; University of British Columbia","funders":"Michael Smith Health Research BC","keywords":"Medicine; Gender disparity; Distribution (mathematics); Radiological weapon; Family medicine; Demography; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006423424,0.00007433182,0.0002571937,0.00002047973,0.00004678866,0.000007033379,0.00005422518,0.00004074208,0.00002742342],"category_scores_gemma":[0.0005004042,0.0000570491,0.0001908786,0.0001956473,0.0004085525,0.00009849614,0.00003246456,0.0004209468,0.00003629072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006018309,"about_ca_system_score_gemma":0.0002206381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000014365,"about_ca_topic_score_gemma":0.000001010328,"domain_scores_codex":[0.998925,0.0001245408,0.0004176908,0.0002659213,0.00009659321,0.0001702244],"domain_scores_gemma":[0.9989781,0.0005517969,0.0001315894,0.0001613827,0.00008136575,0.0000957186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005531618,0.0001311469,0.8717628,0.00004157714,0.00009269033,0.000007612922,0.0001225257,0.000001589646,0.00003927811,0.0000509336,0.05378817,0.07390639],"study_design_scores_gemma":[0.0002232694,0.00007801764,0.9634858,0.00004289201,0.0001229047,0.0000742846,0.0001290044,0.003746875,0.000009288889,0.00005556352,0.03197884,0.00005321164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864181,0.0003846076,0.001422931,0.008623722,0.002818259,0.000110149,0.00001215097,0.00004695485,0.0001631462],"genre_scores_gemma":[0.9963402,0.0003382915,0.001074667,0.0009890434,0.0006903355,0.000007823299,0.0002751405,0.000009758506,0.0002746994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09172308,"threshold_uncertainty_score":0.2326395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07611315811226466,"score_gpt":0.4597510878292681,"score_spread":0.3836379297170034,"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."}}