{"id":"W4285494861","doi":"10.31234/osf.io/n9fb7","title":"Diversity Messages That Invite Allies to Diversity Efforts","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Diversity (politics); Inclusion (mineral); Political science; Resistance (ecology); Cultural diversity; Backlash; Public relations; Social psychology; Psychology; Law; Biology; Engineering; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003144524,0.0004377776,0.0002291802,0.0005848294,0.001433457,0.001181303,0.0003190843,0.0009461477,0.01373103],"category_scores_gemma":[0.01381786,0.000182452,0.0002277636,0.0003282874,0.0008518468,0.001337551,0.002414613,0.001353781,0.001091769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005045626,"about_ca_system_score_gemma":0.000751922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004324389,"about_ca_topic_score_gemma":0.001537848,"domain_scores_codex":[0.9981599,0.001093516,0.00008148716,0.0001286939,0.0003540914,0.0001822207],"domain_scores_gemma":[0.9862478,0.008733142,0.002066605,0.001019791,0.0006300083,0.001302527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003982611,0.007281343,0.09498564,0.004331094,0.0002532713,0.0009742765,0.1446334,0.0008917277,0.07040834,0.02887671,0.02798858,0.6153931],"study_design_scores_gemma":[0.001425285,0.01153684,0.3775318,0.002363508,0.0008565849,0.00093467,0.09835996,0.002688558,0.03461312,0.03752447,0.4319127,0.0002525158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9324917,0.0005284375,0.006076788,0.004284208,0.0005173283,0.0002842378,0.0001323746,0.0002371985,0.05544776],"genre_scores_gemma":[0.9800941,0.0004864147,0.00710236,0.002001332,0.0003109063,0.0004365669,0.00009842434,0.00003544557,0.009434361],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01373103,"threshold_uncertainty_score":0.04593486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2255534194691209,"score_gpt":0.323413368210848,"score_spread":0.09785994874172713,"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."}}