{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008549296,0.0002804071,0.0004250744,0.003496017,0.005982779,0.009635412,0.000858773,0.004214781,0.01564262],"category_scores_gemma":[0.02254849,0.0003316329,0.0002806484,0.003018902,0.0127617,0.005731105,0.007808659,0.006097157,0.00203558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004466022,"about_ca_system_score_gemma":0.00860405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004480108,"about_ca_topic_score_gemma":0.008512494,"domain_scores_codex":[0.9920207,0.004497717,0.0004089301,0.0004834249,0.001704991,0.0008841977],"domain_scores_gemma":[0.9771763,0.008647993,0.001692976,0.001334365,0.002799926,0.008348544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002150695,0.00008983391,0.006529302,0.0002545271,0.00002409287,0.000238987,0.01373938,0.0001774468,0.0002531111,0.4203463,0.4396357,0.1186899],"study_design_scores_gemma":[0.000006033605,0.00003656589,0.005936988,0.0005622147,0.000007153525,0.0005980078,0.00770358,0.00005626547,0.00008222556,0.08292001,0.9020728,0.00001805474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01241424,0.07186382,0.001189775,0.6779754,0.01145345,0.00002340712,0.0001029589,0.00005163265,0.2249253],"genre_scores_gemma":[0.640541,0.07364759,0.002004341,0.1002555,0.06817399,0.00007621874,0.0001993657,0.0001406335,0.1149615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01564262,"threshold_uncertainty_score":0.05232978,"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."}}