{"id":"W3016667037","doi":"","title":"SPEC Kit 356Diversity and Inclusion","year":2017,"lang":"en","type":"article","venue":"Lincoln (University of Nebraska)","topic":"Library Science and Administration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University at Albany; Temple University; University of Waterloo; University of Oregon; University of South Carolina; Louisiana State University; University of Nebraska-Lincoln; Georgetown University; University of Louisville; Brown University; University of Wisconsin-Madison; Tulane University; Université Laval; Iowa State University; North Carolina State University; State University of New York; U.S. National Library of Medicine; Syracuse University; University of Pittsburgh; Colorado State University; Case Western Reserve University; Oklahoma State University; York University; University of Rochester; Northwestern University; University of Pennsylvania; Indiana University Bloomington; Georgia Institute of Technology; University of Illinois at Urbana-Champaign; Michigan State University; Emory University; Wayne State University; Massachusetts Institute of Technology; University of Oklahoma; Boston College; Ohio State University; University of Southern California; University of Toronto; Yale University; College of Engineering, Michigan State University; Johns Hopkins University; Florida State University","keywords":"Inclusion (mineral); Computer science; Sociology; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002971535,0.0000458158,0.00008819764,0.00004991781,0.007828617,0.00006588123,0.0006102614,0.00007043087,0.0004648352],"category_scores_gemma":[0.00005689915,0.00005669257,0.0000365987,0.00007420232,0.0007548658,0.00170095,0.001743611,0.00005627866,0.00002756457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002381751,"about_ca_system_score_gemma":0.0001567483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003963044,"about_ca_topic_score_gemma":0.004467567,"domain_scores_codex":[0.9993466,0.00004171586,0.000040934,0.0001629009,0.0002815108,0.0001263781],"domain_scores_gemma":[0.999496,0.00003276756,0.0001287915,0.0001800078,0.0000408134,0.0001216477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001802266,0.0002764752,0.5141872,0.00005331496,0.00004334408,0.0001762768,0.1823588,0.000005749616,0.002084473,0.1698088,0.01270024,0.1181251],"study_design_scores_gemma":[0.0007106857,0.0001300541,0.6636301,0.00003606271,0.00002509807,9.750272e-7,0.02607022,0.0001683729,0.0001317791,0.01210988,0.2967621,0.0002247267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8726012,0.0000188419,0.00009018462,0.01080621,0.0001394302,0.00009543427,0.000009015066,0.00002461231,0.1162151],"genre_scores_gemma":[0.9872187,0.0001070876,0.0009272706,0.00006911347,0.00007690999,1.639522e-8,0.000001707255,0.000001332264,0.0115978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2840618,"threshold_uncertainty_score":0.993463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02912860440372189,"score_gpt":0.2671387347910523,"score_spread":0.2380101303873304,"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."}}