{"id":"W2074421292","doi":"10.1145/2493394.2493426","title":"Investigating the effects of women-in-CS initiatives","year":2013,"lang":"en","type":"article","venue":"","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Harm; Psychological intervention; Diversity (politics); Public relations; Plan (archaeology); Work (physics); Political science; Empirical research; Psychology; Engineering; Law; History","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":[0.0003269044,0.00002433127,0.00004445916,0.00003159281,0.0000933996,0.000009380267,0.0001115814,0.00003744028,0.0001201199],"category_scores_gemma":[0.001152247,0.00001614997,0.000008195289,0.0002001734,0.0002673123,0.0001032668,0.00001362284,0.00005604086,0.00002131436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000050565,"about_ca_system_score_gemma":0.00007368233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002116317,"about_ca_topic_score_gemma":0.0002826446,"domain_scores_codex":[0.9995601,0.00009110659,0.00006575134,0.00004781842,0.00006854359,0.0001666408],"domain_scores_gemma":[0.9995154,0.0003386314,0.00002990113,0.00006289814,0.00002647597,0.0000267646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[1.157443e-7,0.0000493671,0.3675168,0.00002219684,0.000008510849,8.815007e-8,0.3813538,5.526524e-7,0.00203294,0.2402963,0.000559771,0.008159551],"study_design_scores_gemma":[0.00007541283,0.00002368656,0.6022786,0.00001143004,0.000001448888,7.251019e-8,0.1928469,0.000006628728,0.004568863,0.1998563,0.000288707,0.00004196015],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9252742,0.00002793884,0.000008820663,0.002604686,0.0001169927,0.0001513547,2.497436e-8,0.00002343368,0.07179254],"genre_scores_gemma":[0.999225,0.0000143434,0.0001847304,0.0001982452,0.00001984014,0.00007373247,9.702933e-8,0.000001343056,0.0002827193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2347618,"threshold_uncertainty_score":0.3199252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686207696281914,"score_gpt":0.3006175451852738,"score_spread":0.2837554682224546,"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."}}