{"id":"W7126353998","doi":"","title":"Addressing the UK Public Trust Crisis: Rethinking Mechanisms for Representation and Accountability in the Constitution of the UK","year":2025,"lang":"en","type":"other","venue":"Research Repository UCD (University College Dublin)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distrust; Politics; Accountability; Public trust; Context (archaeology); Blind trust; Constitution; Representation (politics); Legitimacy; Public sphere","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008073684,0.0003631649,0.0005412154,0.001477562,0.002759991,0.0003836106,0.002316553,0.000666833,0.0001107129],"category_scores_gemma":[0.001605108,0.0002532853,0.0003037979,0.003851521,0.001918985,0.0004864352,0.0009449595,0.001612315,0.000008355401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086454,"about_ca_system_score_gemma":0.002520805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008803993,"about_ca_topic_score_gemma":0.01125587,"domain_scores_codex":[0.9910731,0.00465707,0.0004541606,0.001017562,0.002081489,0.0007165881],"domain_scores_gemma":[0.9942073,0.001784137,0.0006614137,0.001995028,0.001245477,0.0001066894],"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":[0.0006359908,0.000179364,0.0005389255,0.0004190784,0.000250631,0.0000600678,0.002172438,0.000009486446,0.002149605,0.7853656,0.2081352,0.00008357697],"study_design_scores_gemma":[0.01786713,0.0007818124,0.02689668,0.009684013,0.001754861,0.00038551,0.5571057,0.04505292,0.006940876,0.0478192,0.2826053,0.003105996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4262211,0.002335757,0.003686682,0.01548159,0.002472364,0.02523884,0.006277624,0.000482049,0.517804],"genre_scores_gemma":[0.9229366,0.00004075299,0.0003381514,0.00004981017,0.0001457968,0.00005041646,0.00005390205,0.00009283394,0.07629175],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7375464,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1804525607111375,"score_gpt":0.3727733880502388,"score_spread":0.1923208273391012,"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."}}