{"id":"W4413062576","doi":"10.1145/3715335.3737683","title":"Towards Sustainable Community-Designed AI Systems in the Public Sector","year":2025,"lang":"en","type":"article","venue":"","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Public sector; Computer science; Business; Economics; Economy","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":[0.0003996148,0.00008082851,0.0001079059,0.0001718828,0.0001188696,0.0001674333,0.0004185914,0.00007831668,0.00002506757],"category_scores_gemma":[0.00007636365,0.00005497876,0.00002273493,0.0005001774,0.00003117859,0.000108865,0.0000799437,0.0003194755,0.000005830938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009565114,"about_ca_system_score_gemma":0.00002802506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001759058,"about_ca_topic_score_gemma":0.0002897707,"domain_scores_codex":[0.9994479,0.00007258925,0.0001156944,0.00004608166,0.00006636886,0.0002514072],"domain_scores_gemma":[0.9994629,0.000123051,0.000005575403,0.0003660043,0.0000335164,0.000008959569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001723609,0.00002806339,0.001032087,0.0003769916,0.000034322,0.00001284319,0.0005648317,0.0009694428,0.0000866447,0.9248577,0.070614,0.001421339],"study_design_scores_gemma":[0.0007717932,0.00009241199,0.006620266,0.00008944675,0.00001596918,0.00001244096,0.251899,0.01982448,0.001725646,0.02148889,0.6970323,0.0004273124],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4786599,0.002663558,0.02052169,0.008794058,0.0008285803,0.0008652358,0.000003980073,0.003014746,0.4846483],"genre_scores_gemma":[0.9977517,0.00002890129,0.00004215992,0.0002331426,0.00001185871,0.00008414244,0.000002243585,0.000007312389,0.001838554],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9033688,"threshold_uncertainty_score":0.2659182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176006186569102,"score_gpt":0.2260622999845267,"score_spread":0.2084616813276165,"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."}}