{"id":"W2890687757","doi":"10.1007/s10140-018-1642-7","title":"Gender disparity in academic emergency radiology","year":2018,"lang":"en","type":"article","venue":"Emergency Radiology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Ottawa","funders":"","keywords":"Medicine; Gender disparity; Productivity; Ranking (information retrieval); Rank (graph theory); Emergency department; Medical education; Family medicine; Demography; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002210532,0.0001763044,0.0003570644,0.0001974326,0.0004561278,0.000002547991,0.0009874813,0.0005340283,0.01244806],"category_scores_gemma":[0.000705773,0.0001782227,0.0001021523,0.0006521264,0.001011579,0.0001708197,0.0001296258,0.0005647407,0.0005635942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232387,"about_ca_system_score_gemma":0.0001539306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754752,"about_ca_topic_score_gemma":0.004629665,"domain_scores_codex":[0.9970208,0.0007780623,0.0005004247,0.0004814381,0.0003549436,0.0008642611],"domain_scores_gemma":[0.9992368,0.00006089261,0.0001243677,0.0002767137,0.00007224576,0.000228944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000430763,0.00004516186,0.7466409,0.000007632241,0.00003808922,0.00002020008,0.01693302,0.000002132464,0.0002794077,0.03182448,0.2025339,0.001632053],"study_design_scores_gemma":[0.000710826,0.0002751676,0.4901115,0.000009198733,0.00005415286,0.00002476627,0.009681766,0.00005226842,0.00002728581,0.03936383,0.459194,0.0004952456],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8536517,0.003203016,0.0004561339,0.003190459,0.01208807,0.0002649525,0.00000751597,0.0001049922,0.1270332],"genre_scores_gemma":[0.9843881,0.009037999,0.00008309248,0.0004730071,0.002867813,0.00001723051,0.00001696341,0.00001157594,0.003104184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2566601,"threshold_uncertainty_score":0.9884547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06855094631456203,"score_gpt":0.3625324449121595,"score_spread":0.2939814985975975,"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."}}