{"id":"W4406188539","doi":"10.3389/frsc.2024.1518618","title":"Characterising and reassessing people-centred data governance in cities","year":2025,"lang":"en","type":"article","venue":"Frontiers in Sustainable Cities","topic":"Privacy, Security, and Data Protection","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Corporate governance; Political science; Public administration; Regional science; Sociology; Economics; Management","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":[0.02636571,0.0004303794,0.0007184894,0.004869852,0.003457737,0.01652194,0.001851711,0.00280302,0.001558618],"category_scores_gemma":[0.02366291,0.0005562381,0.0007535761,0.008741697,0.02847743,0.02040211,0.01161089,0.002634351,0.0001792495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009091594,"about_ca_system_score_gemma":0.01112775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009295181,"about_ca_topic_score_gemma":0.01319255,"domain_scores_codex":[0.9795045,0.01409337,0.001432435,0.001427287,0.002590517,0.0009518054],"domain_scores_gemma":[0.9691771,0.02274767,0.002527109,0.002736198,0.002352132,0.0004597154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002852517,0.0000203824,0.006677049,0.003871868,0.00008643643,0.0006112503,0.2500054,0.002384495,0.0007624793,0.668446,0.002045742,0.0650604],"study_design_scores_gemma":[0.00001599911,0.00006531409,0.009016677,0.01105274,0.000123981,0.0006386997,0.2831177,0.001622281,0.001940497,0.307275,0.3850545,0.00007653495],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4157579,0.1442923,0.1638805,0.07987679,0.0008656312,0.0006697061,0.0007529418,0.0002145325,0.1936898],"genre_scores_gemma":[0.9550927,0.02851804,0.01137366,0.001805341,0.00008135736,0.000234896,0.000215171,0.00006316588,0.002615666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02636571,"threshold_uncertainty_score":0.1394369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0199480974068923,"score_gpt":0.2814594055330476,"score_spread":0.2615113081261553,"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."}}