{"id":"W4406405523","doi":"10.1080/17502977.2024.2444078","title":"Graffiti as Method: Spatio-temporal Analysis of Political Perception and Community Relations in Belfast","year":2025,"lang":"en","type":"article","venue":"Journal of Intervention and Statebuilding","topic":"Public Spaces through Art","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Graffiti; Politics; Perception; Northern ireland; Sociology; Media studies; History; Visual arts; Psychology; Art; Political science; Ethnology; Law","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":[0.003835114,0.00005005973,0.0002288154,0.0008069349,0.0002317168,0.00006239539,0.00008413097,0.00005278661,0.0001547154],"category_scores_gemma":[0.0007630303,0.00004844146,0.0001337708,0.0007078044,0.0001386806,0.0003962052,0.00004443893,0.0002823491,2.185784e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001459433,"about_ca_system_score_gemma":0.00005709271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009621838,"about_ca_topic_score_gemma":0.01734203,"domain_scores_codex":[0.9981069,0.001067282,0.000478688,0.00005811374,0.0001677324,0.0001212885],"domain_scores_gemma":[0.9991161,0.0003209126,0.0002566685,0.00005419088,0.0001782885,0.00007378991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001052805,0.0003813815,0.6830869,0.00004824764,0.0005700123,0.000004099362,0.03211418,0.0001918996,0.000198642,0.2630007,0.0004692621,0.01982933],"study_design_scores_gemma":[0.0009339223,0.0002319171,0.8441257,0.0003215223,0.0004354953,0.000005556191,0.1289536,0.00301051,0.00003862921,0.01874239,0.003100968,0.00009974401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763692,0.00007437381,0.01802322,0.002571704,0.00007909086,0.00004722853,0.000004350927,0.000004977413,0.002825825],"genre_scores_gemma":[0.9961503,0.00006193776,0.003441954,0.00005207532,0.00001258179,7.415921e-7,0.00000428048,0.00000189271,0.0002742418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2442583,"threshold_uncertainty_score":0.9969732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0308258396472331,"score_gpt":0.4242984619455117,"score_spread":0.3934726222982786,"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."}}