{"id":"W4411551937","doi":"10.1109/icse55347.2025.00135","title":"User Personas Improve Social Sustainability by Encouraging Software Developers to Deprioritize Antisocial Features","year":2025,"lang":"en","type":"article","venue":"","topic":"Persona Design and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Persona; Sustainability; Computer science; Software; Human–computer interaction; Internet privacy; World Wide Web; Operating system","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":[0.0002249783,0.0001690375,0.0001811607,0.00009172039,0.0006399867,0.0003012552,0.0008529352,0.0001049499,0.00001604204],"category_scores_gemma":[0.0001682636,0.0001659765,0.00009123627,0.0007858138,0.00006315029,0.0002714114,0.0003170421,0.0001760386,0.00001789761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003373891,"about_ca_system_score_gemma":0.0005783933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000233522,"about_ca_topic_score_gemma":0.00004382171,"domain_scores_codex":[0.9985354,0.0000525619,0.0001707544,0.0005836492,0.0002282194,0.0004293976],"domain_scores_gemma":[0.9992183,0.00009889678,0.00003174464,0.0002901483,0.0002553714,0.0001055245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001485695,0.0001484409,0.004650639,0.00005482619,0.00005295131,0.000007592651,0.006160655,0.000002790484,0.01153086,0.1961616,0.4382105,0.3430043],"study_design_scores_gemma":[0.003941649,0.0001986137,0.3308689,0.00008510355,0.0001119855,0.00002110339,0.02334643,0.002874914,0.04471757,0.06813273,0.5215962,0.004104781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02601844,0.00007803461,0.9463065,0.02262108,0.0001901923,0.0004822243,0.00001511526,0.0004453834,0.003843046],"genre_scores_gemma":[0.8789103,0.000004115885,0.0980193,0.005698318,0.00009955485,0.0001594144,0.000006442696,0.00001217195,0.01709036],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8528919,"threshold_uncertainty_score":0.6768327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00518254431833411,"score_gpt":0.2678762995680119,"score_spread":0.2626937552496778,"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."}}