{"id":"W4411346145","doi":"10.1145/3743676","title":"Transphobia Is in the Eye of the Prompter: Trans-Centered Perspectives on Large Language Models","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Computer-Human Interaction","topic":"Topic Modeling","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Transphobia; Psychology; Optometry; Ophthalmology; Artificial intelligence; Computer science; Medicine; Psychoanalysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0313625,0.001051603,0.0006376241,0.002005955,0.005351077,0.01418302,0.001525749,0.002919041,0.006679848],"category_scores_gemma":[0.05426211,0.0007621501,0.0007339264,0.001192102,0.01605532,0.0277278,0.01085577,0.005625379,0.001241906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004613602,"about_ca_system_score_gemma":0.002923617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004074096,"about_ca_topic_score_gemma":0.005419415,"domain_scores_codex":[0.9629857,0.03311305,0.0004281885,0.001299437,0.001363201,0.0008104539],"domain_scores_gemma":[0.9180103,0.06665064,0.003106933,0.006809157,0.003476928,0.001946016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001743529,0.00007283117,0.006156572,0.0002823923,0.00002687611,0.0004473657,0.7465246,0.0007755164,0.004521699,0.2136291,0.003028741,0.02435995],"study_design_scores_gemma":[0.00004418634,0.0001717942,0.003957929,0.000720757,0.00006463798,0.0008418664,0.6091724,0.01816406,0.004747022,0.2248813,0.1371051,0.0001289494],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4019973,0.001571616,0.4238826,0.06365617,0.0004195305,0.0003398599,0.000363081,0.000950307,0.1068196],"genre_scores_gemma":[0.9727726,0.0002344693,0.02075608,0.001691039,0.000081741,0.0001362229,0.00007933807,0.0003783091,0.003870314],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0313625,"threshold_uncertainty_score":0.1658627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02491434448687497,"score_gpt":0.3046337098118638,"score_spread":0.2797193653249888,"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."}}