{"id":"W4415250938","doi":"10.1145/3757680","title":"Towards Inclusive Infrastructures: Examining the Experiences of Gender Diverse People in University Systems","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"ICT Impact and Policies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Workaround; Transparency (behavior); Intersectionality; Identity (music); Affordance; Isolation (microbiology); Qualitative research; Identity management; Face (sociological concept)","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":[0.0001041849,0.0001095042,0.0001579369,0.0002007013,0.0001076617,0.0000364607,0.0007398527,0.00005033781,0.000009919384],"category_scores_gemma":[0.00004803502,0.0000747212,0.00004989646,0.0002856561,0.00004896659,0.0002467004,0.0004240336,0.0001768042,6.621518e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001362292,"about_ca_system_score_gemma":0.00001169338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000273422,"about_ca_topic_score_gemma":0.00001334108,"domain_scores_codex":[0.9994867,0.00001049395,0.0001799977,0.00006823604,0.0001357534,0.0001188138],"domain_scores_gemma":[0.9995652,0.00007143118,0.0001104207,0.0001615352,0.00007862927,0.00001282607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000100017,0.00006112298,0.01292709,0.0006879834,0.000192566,3.970468e-7,0.9173729,0.02890234,0.01714986,0.008023454,0.01090827,0.003674035],"study_design_scores_gemma":[0.0008858995,0.0002254608,0.2937051,0.001215898,0.00008049936,0.00001234772,0.597245,0.01957482,0.0834643,0.001574157,0.001635845,0.0003806394],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930185,0.00001912824,0.00008168602,0.00004971815,0.001085257,0.0001488048,0.000001903523,0.00003498529,0.005560022],"genre_scores_gemma":[0.9997533,0.000008073664,0.00006075251,0.00002987208,0.00007617893,0.000003463366,5.41863e-7,0.000005889107,0.00006192234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3201279,"threshold_uncertainty_score":0.3047042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852531090503722,"score_gpt":0.2837659135730646,"score_spread":0.2552406026680273,"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."}}