{"id":"W2055361021","doi":"10.1080/13621020801900069","title":"Designing safe citizens","year":2008,"lang":"en","type":"article","venue":"Citizenship Studies","topic":"Art, Politics, and Modernism","field":"Arts and Humanities","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Academy; Leverhulme Trust; York University; Arizona State University","keywords":"Citizenship; Notice; State (computer science); Law; Sociology; Good citizenship; Invisibility; Political science; Politics; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001603804,0.0002492782,0.0003859024,0.00009917445,0.001591322,0.00005140511,0.0001536133,0.00004435632,0.0004553407],"category_scores_gemma":[0.000222919,0.0002181754,0.0001387049,0.000003605801,0.001336085,0.0000845918,0.0001020945,0.0001684199,0.0004251674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006169671,"about_ca_system_score_gemma":0.00004359648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005672032,"about_ca_topic_score_gemma":0.0005097771,"domain_scores_codex":[0.9985569,0.00006752316,0.000309181,0.0002891621,0.0002333679,0.0005438908],"domain_scores_gemma":[0.9990134,0.0002960675,0.00008473323,0.0002457258,0.0002512315,0.0001087972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002122779,0.00003352782,0.001393752,0.00008127082,0.0004345438,0.0001587091,0.5517464,0.000005225148,0.0001135006,0.1463257,0.2993205,0.0003655968],"study_design_scores_gemma":[0.002041523,0.0003747506,0.002446873,0.0002564353,0.0002781332,0.0001567237,0.08257904,0.00003849075,0.003132019,0.2061667,0.7008045,0.001724819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1229004,0.006430564,0.0003019984,0.001632696,0.001774808,0.0003060565,0.0000835485,0.0005342097,0.8660358],"genre_scores_gemma":[0.8941641,0.0006441587,0.0003178847,0.001810742,0.001685065,0.00003291101,0.000009361708,0.00003764877,0.1012981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7712638,"threshold_uncertainty_score":0.9997085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2414369724186338,"score_gpt":0.3103567012485956,"score_spread":0.06891972882996181,"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."}}