{"id":"W4404910332","doi":"10.1145/3649165.3690102","title":"A Faculty Initiative Addressing Gender Disparity at a Small STEM-Focused University: A Case Study","year":2024,"lang":"en","type":"article","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; University of Toronto","funders":"Universitas Brawijaya","keywords":"Medical education; Computer science; Mathematics education; Engineering management; Psychology; Engineering; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0004177089,0.0001063083,0.0001255788,0.000109088,0.001114636,0.0002016671,0.0001493188,0.0000670313,0.000518548],"category_scores_gemma":[0.00001972688,0.0001016207,0.00007248231,0.0004834094,0.0001189345,0.0003991024,0.0003127846,0.0001165816,0.0001028147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005599361,"about_ca_system_score_gemma":0.0003371876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01115951,"about_ca_topic_score_gemma":0.1113816,"domain_scores_codex":[0.9988199,0.0002204357,0.00008364154,0.0003112736,0.0003101852,0.0002544972],"domain_scores_gemma":[0.9995362,0.0001080306,0.00002407065,0.00008858396,0.00008908206,0.0001540943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008600992,0.0002726197,0.2721401,0.00004470739,0.0003457849,0.03699911,0.6618646,0.000001731939,0.00000743938,0.007567057,0.01445804,0.006212802],"study_design_scores_gemma":[0.001032683,0.00006269555,0.01896514,0.00003393551,0.0002007727,0.00008336374,0.9159175,0.00005853269,0.00002689172,0.0001539744,0.06299422,0.000470328],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9149977,0.00003048339,0.0001795623,0.0003077363,0.000215787,0.0003423934,0.00004347951,0.0002635987,0.08361927],"genre_scores_gemma":[0.9724723,0.000004466128,0.0002037517,0.00005364249,0.00004436707,0.000001209563,0.000007990339,0.000004977293,0.02720731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2540529,"threshold_uncertainty_score":0.9954253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3204867622513686,"score_gpt":0.3475504317717791,"score_spread":0.02706366952041045,"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."}}