{"id":"W4391914750","doi":"10.31235/osf.io/g6xwk","title":"Gendered devaluation underlies faculty retention","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Devaluation; Work (physics); Salient; Psychology; Political science; Social psychology; Sociology; Business; Law; Engineering; Finance","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003571208,0.000160068,0.0003624936,0.0009609016,0.001373694,0.002340308,0.0005338142,0.0004196953,0.002281331],"category_scores_gemma":[0.018395,0.0001540249,0.0002519632,0.0007695481,0.003285324,0.0009231921,0.00197786,0.0007483734,0.0001709592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008430214,"about_ca_system_score_gemma":0.001190019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003662341,"about_ca_topic_score_gemma":0.004786773,"domain_scores_codex":[0.9971672,0.0009779383,0.000160775,0.0002656136,0.0008407136,0.0005877523],"domain_scores_gemma":[0.9887101,0.004498115,0.00395359,0.0007872713,0.0008136439,0.001237295],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001774103,0.000143372,0.9186448,0.00006128569,0.0001083589,0.000564707,0.03293132,0.00007338462,0.002047933,0.002499434,0.0006967817,0.04205118],"study_design_scores_gemma":[0.00000966338,0.0001705112,0.9526908,0.00008657463,0.00002911372,0.0007772591,0.03783338,0.0001772933,0.0007153375,0.005121822,0.002356069,0.00003228286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948956,0.0003308241,0.0002711744,0.0006040184,0.00002058898,0.000006257543,0.00002264184,0.000004869305,0.00384402],"genre_scores_gemma":[0.9996711,0.0000542176,0.00002352222,0.00006598013,0.00001323678,0.000002119571,0.000007081832,0.000002061216,0.0001606575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9964288,"threshold_uncertainty_score":0.01888663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4954922638831936,"score_gpt":0.4159737913881639,"score_spread":0.07951847249502969,"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."}}