{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0007386277,0.0001732599,0.0002894825,0.002514064,0.0008874142,0.001055873,0.0003638902,0.0003948078,0.02751834],"category_scores_gemma":[0.003484944,0.0001420433,0.0001793429,0.002181985,0.0003051059,0.0006749662,0.0008569121,0.0004186051,0.003441716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005864881,"about_ca_system_score_gemma":0.0008965228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007166991,"about_ca_topic_score_gemma":0.01511363,"domain_scores_codex":[0.998861,0.0002259092,0.00007775531,0.0001154965,0.0002021548,0.0005177094],"domain_scores_gemma":[0.9972059,0.0003792375,0.0007020827,0.00006360134,0.0006083377,0.001040842],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005040095,0.0003068577,0.9432492,0.00004923804,0.00003379256,0.0003440737,0.002632612,0.00008368064,0.0008921063,0.001824168,0.01526973,0.03481041],"study_design_scores_gemma":[0.0000160775,0.0001411423,0.9760846,0.00005685517,0.00001098696,0.0004784384,0.01033493,0.0001754046,0.0001540955,0.0004478154,0.01208701,0.00001266379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688337,0.0009769058,0.0002429919,0.002038018,0.0001148179,0.00003011468,0.002243782,0.00003270442,0.02548691],"genre_scores_gemma":[0.9865537,0.0005689109,0.00006520807,0.0004651475,0.00009273285,0.00003781383,0.0006417735,0.00002109731,0.01155368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992614,"threshold_uncertainty_score":0.092058,"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."}}