{"id":"W7132986859","doi":"","title":"'Women in Computing' as Problematic: Gender, Ethics and Identity in University Computer Science Education","year":2009,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Ethnography; Subject (documents); Feminism; Representation (politics); Higher education; Work (physics); Research ethics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009857374,0.0005444324,0.0007560931,0.002127334,0.03668789,0.01964743,0.001888137,0.002707265,0.003859043],"category_scores_gemma":[0.01011528,0.0004786955,0.0002056673,0.003617211,0.06773891,0.006943963,0.009443147,0.003816355,0.0005236314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03004625,"about_ca_system_score_gemma":0.02900545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.333501,"about_ca_topic_score_gemma":0.3809916,"domain_scores_codex":[0.9879165,0.006714035,0.0001809233,0.0007566787,0.002080485,0.002351453],"domain_scores_gemma":[0.9920081,0.003656483,0.001060121,0.0002701844,0.0007467523,0.00225824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001415434,0.00001299676,0.003431324,0.00002080135,0.000001361941,0.0001703772,0.9711133,0.00001670114,0.0001676935,0.01828728,0.001782589,0.00498135],"study_design_scores_gemma":[0.000002383368,0.00001184597,0.003268851,0.00006905195,0.000002046377,0.00008440983,0.9559399,0.00004673973,0.0001088736,0.002555473,0.03789937,0.00001114498],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8381131,0.004126976,0.001987384,0.06632135,0.0004248017,0.00007149902,0.00007047187,0.00003152779,0.08885287],"genre_scores_gemma":[0.9815761,0.001182284,0.0003125749,0.002945378,0.0000769207,0.00004349378,0.00001456887,0.00003663218,0.01381208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9633121,"threshold_uncertainty_score":0.6631196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04799002151618095,"score_gpt":0.4090737538679962,"score_spread":0.3610837323518152,"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."}}