{"id":"W3095332663","doi":"10.1007/s40134-020-00370-2","title":"Diversity in Radiology","year":2020,"lang":"en","type":"article","venue":"Current Radiology Reports","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Diversity (politics); Specialty; Radiology; Quarter (Canadian coin); Ethnic group; Family medicine; Political science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009978837,0.0000825262,0.0002539127,0.00005836851,0.0005231281,0.000006545566,0.0002902893,0.0001298711,0.0002987929],"category_scores_gemma":[0.0004939149,0.00008454756,0.00006074502,0.0002415385,0.0005911569,0.00008946503,0.000414779,0.0002808622,0.00002633937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008104032,"about_ca_system_score_gemma":0.0001270136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000357347,"about_ca_topic_score_gemma":0.0001144581,"domain_scores_codex":[0.9986337,0.0002790687,0.0002032505,0.0003162152,0.0002479227,0.0003197758],"domain_scores_gemma":[0.9994658,0.00006838248,0.00008517218,0.0001209359,0.00004216463,0.0002175735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001688582,0.00002904909,0.9291491,0.00000980155,0.00001118703,0.0009467051,0.04131915,0.00002043486,0.00001060928,0.0021881,0.02039023,0.005908742],"study_design_scores_gemma":[0.001050079,0.0002295143,0.2426289,0.0000406875,0.00008076466,0.0003111342,0.0225562,0.00003882668,0.00002078271,0.003696561,0.7288616,0.000484986],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719188,0.002450034,0.0001640116,0.005745846,0.00304804,0.0001947395,0.000001787313,0.00009168352,0.01638503],"genre_scores_gemma":[0.9978347,0.0005825521,0.00001817389,0.000966123,0.0005169591,0.000001942057,0.00001150483,0.000002593609,0.0000653928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7084713,"threshold_uncertainty_score":0.4023531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09306849836248406,"score_gpt":0.3284094699001689,"score_spread":0.2353409715376849,"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."}}