{"id":"W4321446909","doi":"10.4337/9781800377929.00020","title":"Founding oSTEM: trailblazing for LGBTQA+ communities","year":2023,"lang":"en","type":"book-chapter","venue":"Edward Elgar Publishing eBooks","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Queer; Transgender; Lesbian; Gender studies; Diversity (politics); Sexual minority; Academic community; Political science; Public relations; Library science; Sociology; Social science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002833368,0.0003854165,0.0005218392,0.0004988909,0.002410701,0.003644945,0.001308965,0.000739292,0.0002306029],"category_scores_gemma":[0.0004841198,0.0004551607,0.0004002373,0.00005454216,0.0003991088,0.001048897,0.0005175014,0.0008025377,0.0001380044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005755759,"about_ca_system_score_gemma":0.0008057337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002991521,"about_ca_topic_score_gemma":0.02359962,"domain_scores_codex":[0.9973375,0.00008451236,0.0004121483,0.0003921448,0.001043347,0.0007303193],"domain_scores_gemma":[0.9975736,0.001014569,0.0003181506,0.000389577,0.0004545274,0.0002496458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002360139,0.000003884996,0.0001211861,0.000120927,0.0001722457,0.00001470965,0.04937939,5.875904e-7,0.000001385776,0.7172545,0.2152547,0.01765296],"study_design_scores_gemma":[0.0003104146,0.0000202473,0.00002966412,0.0003625797,0.00008747961,9.682543e-7,0.01167733,0.000003014949,0.000002808609,0.05507844,0.9318745,0.0005525852],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001318414,0.00006608875,0.0001470217,0.001070514,0.005605977,0.0007405178,0.0001302104,0.0008608249,0.991247],"genre_scores_gemma":[0.004605161,0.00004695638,0.0006306299,0.000403862,0.00241971,0.00003861728,0.0003182537,0.0001249214,0.9914119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7166198,"threshold_uncertainty_score":0.99979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1305728407062895,"score_gpt":0.2921910182007276,"score_spread":0.1616181774944381,"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."}}