{"id":"W4408741770","doi":"10.1093/9780198945215.003.0034","title":"Multilevel Collaborative Governance to Foster Responsible AI Deployment in Cities","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Software deployment; Collaborative governance; Corporate governance; Business; Computer science; Software engineering; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01915371,0.000580291,0.0003639213,0.002645521,0.008628762,0.01220687,0.002353028,0.002481927,0.008586769],"category_scores_gemma":[0.03600316,0.0004945099,0.0007374054,0.002237368,0.01263103,0.008560739,0.02261937,0.002675491,0.001192073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01072764,"about_ca_system_score_gemma":0.01856218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007916401,"about_ca_topic_score_gemma":0.01732665,"domain_scores_codex":[0.9813573,0.01180153,0.0007115527,0.001933551,0.00214368,0.002052388],"domain_scores_gemma":[0.9659926,0.01572784,0.004004928,0.005882225,0.004251613,0.004140837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001061699,0.0005211854,0.02663355,0.0005637567,0.00009780529,0.001683142,0.1148562,0.02349802,0.003604286,0.6669368,0.01333106,0.148168],"study_design_scores_gemma":[0.0001753747,0.0003757966,0.01843289,0.001503063,0.0001524465,0.0004587853,0.1290931,0.05106929,0.005176629,0.4343845,0.3590109,0.0001672786],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.396343,0.0007538851,0.2897471,0.02044212,0.0003072923,0.001368215,0.000122816,0.001109186,0.2898063],"genre_scores_gemma":[0.9720513,0.0001539497,0.02187295,0.000379939,0.00002313695,0.0003071174,0.00005485132,0.00006670858,0.005090197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01915371,"threshold_uncertainty_score":0.1012957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408669867575711,"score_gpt":0.2276258295555438,"score_spread":0.2135391308797867,"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."}}