{"id":"W3210057673","doi":"10.18438/eblip29674","title":"Making Job Postings More Equitable: Evidence Based Recommendations from an Analysis of Data Professionals Job Postings Between 2013-2018","year":2020,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; Florida Institute of Technology; Oregon State University; Georgia State University; University of Massachusetts Amherst; East Carolina University; Drexel University; DePaul University; Johns Hopkins University; Princeton University; University of Washington; Virginia Polytechnic Institute and State University; University of Minnesota; San José State University; University of Texas at Arlington; Harvard University; Georgia Southern University; George Washington University; Western Michigan University; Dartmouth College; York University; University of Miami; Northwestern University; Florida State University; Indiana University Bloomington; San Diego State University; Rice University; Ohio State University; Washington University in St. Louis; City University of New York; North Carolina State University; Reed College; Purdue University; Yale University","keywords":"Professional development; Job analysis; Coding (social sciences); Psychology; Equity (law); Public relations; Medical education; Computer science; Sociology; Medicine; Political science; Job satisfaction; Social psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.008481917,0.0002531191,0.0005385857,0.0007013866,0.0004994238,0.00165292,0.002642774,0.0001213587,0.002319442],"category_scores_gemma":[0.04584303,0.0002153686,0.00009150206,0.00370405,0.0001406141,0.4120665,0.001950755,0.0003528303,0.0001179653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001678213,"about_ca_system_score_gemma":0.0004268146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002307934,"about_ca_topic_score_gemma":0.000002109411,"domain_scores_codex":[0.9936382,0.001571851,0.001976268,0.0007209427,0.001768273,0.0003245231],"domain_scores_gemma":[0.9677101,0.02745499,0.002410342,0.001701996,0.0004109351,0.0003115958],"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":[0.003274537,0.0004358918,0.1530509,0.0008476867,0.00131218,0.0000200734,0.009409701,0.005636709,0.0004556306,0.03336392,0.5224438,0.2697489],"study_design_scores_gemma":[0.000539473,0.0003671072,0.1649485,0.001906623,0.001613899,0.000001114219,0.01337114,0.3388701,0.0003670313,0.000349472,0.4770693,0.0005961087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02251912,0.0006162562,0.146757,0.8242144,0.0002018135,0.0007836546,0.003978083,0.0001898611,0.0007398274],"genre_scores_gemma":[0.5530015,0.000550729,0.1129678,0.3263845,0.0002249961,0.00003308486,0.006688085,0.00002174028,0.0001274841],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5304824,"threshold_uncertainty_score":0.9993834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3504512197356653,"score_gpt":0.477853003650539,"score_spread":0.1274017839148736,"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."}}