{"id":"W2081951058","doi":"10.1177/1094428106/294731","title":"Assessing the Impact of Nonresponse on Work Group Diversity Effects","year":2007,"lang":"en","type":"article","venue":"Organizational Research Methods","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Western University","funders":"","keywords":"Categorical variable; Diversity (politics); Psychology; Outcome (game theory); Social psychology; Econometrics; Group (periodic table); Statistics; Mathematics; Sociology","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":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04420544,0.00006672087,0.0001107343,0.0001713805,0.002414653,0.0001062429,0.0005091992,0.0000963264,0.0006214654],"category_scores_gemma":[0.01983349,0.0000485307,0.00007480288,0.002323539,0.0005475715,0.0002377973,0.0004379177,0.0003254759,0.00003198386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003807344,"about_ca_system_score_gemma":0.0003731356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001840787,"about_ca_topic_score_gemma":0.00004339492,"domain_scores_codex":[0.9902842,0.007743399,0.0001237678,0.0001767697,0.001278962,0.0003929171],"domain_scores_gemma":[0.9844862,0.01439075,0.00006179197,0.0001887003,0.0007154344,0.0001571763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005779434,0.0006484867,0.762104,0.00003594732,0.0001880713,0.00002290719,0.04666797,0.0001100287,0.006915754,0.1459579,0.005280948,0.03149009],"study_design_scores_gemma":[0.0001498709,0.00008982184,0.9846193,0.00001533041,0.000006055584,1.877802e-7,0.004125633,0.000006911831,0.00150848,0.008933896,0.0004815517,0.0000630217],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8553997,0.00005195982,0.1159211,0.0009848637,0.000178896,0.0003381644,0.000004812494,0.00003242637,0.02708807],"genre_scores_gemma":[0.9890935,0.00001486752,0.01038369,0.00004983072,0.0001289729,5.153919e-7,0.000004867824,0.000005943118,0.0003177606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2225153,"threshold_uncertainty_score":0.9988841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4532337125440092,"score_gpt":0.613187032598835,"score_spread":0.1599533200548258,"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."}}