{"id":"W4290932420","doi":"10.1146/annurev-psych-032720-043052","title":"Gender Inclusion and Fit in STEM","year":2022,"lang":"en","type":"review","venue":"Annual Review of Psychology","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":153,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Inclusion (mineral); Psychology; Interpersonal communication; Interpersonal attraction; Social psychology; Gender equity; Equity (law); Gender gap; Interpersonal relationship; Women in science; Developmental psychology; Gender studies; Sociology; Attraction; Political science; Demographic economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001904483,0.000149821,0.001098633,0.0001670043,0.000219885,0.000004014372,0.0004313694,0.0001701293,0.001557873],"category_scores_gemma":[0.00009114594,0.0001355217,0.0001840619,0.0005337976,0.0001438739,0.00006721413,0.0009658512,0.0002584976,0.0000237815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009657691,"about_ca_system_score_gemma":0.0002885221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001456354,"about_ca_topic_score_gemma":0.0001150286,"domain_scores_codex":[0.997925,0.0007835144,0.0004533436,0.0003167001,0.0003174439,0.0002040297],"domain_scores_gemma":[0.9992475,0.0001843013,0.0002804199,0.0001837605,0.00004021084,0.00006383932],"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":[0.000001268826,0.00002332872,0.00003785255,0.01997082,0.00001538091,0.00001356666,0.00280384,7.530756e-10,1.347157e-9,0.0008572913,0.01231079,0.9639658],"study_design_scores_gemma":[0.0000675355,0.0000175807,0.00004547095,0.008598936,0.0000936365,0.000004609619,0.0003909821,3.082578e-9,1.014962e-9,0.000106054,0.9905479,0.000127317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000004258277,0.9564708,4.706763e-7,0.0001783235,0.0003592452,0.0005186239,0.00004348754,0.000009880378,0.04241492],"genre_scores_gemma":[0.000003134113,0.9984299,0.00003268816,0.0009326694,0.00004187323,0.00002567336,0.00002372496,0.000007552019,0.0005027762],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9782371,"threshold_uncertainty_score":0.9993548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.18593479213979,"score_gpt":0.4642784902552091,"score_spread":0.278343698115419,"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."}}