{"id":"W7055424976","doi":"","title":"Citizenship information needs in the UK: results of a national survey of the general public by personal doorstep interview.","year":2008,"lang":"en","type":"article","venue":"Open Access Institutional Repository at Robert Gordon University (Robert Gordon University)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizenship; Government (linguistics); Disadvantage; Information needs; Personally identifiable information; Freedom of information; Quarter (Canadian coin); Welfare","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":[],"consensus_categories":[],"category_scores_codex":[0.0006405807,0.000249316,0.0003172815,0.0004930607,0.0008091263,0.0001297007,0.002649292,0.0001753921,0.00003731758],"category_scores_gemma":[0.0001094223,0.0002219267,0.0001584654,0.002268377,0.0005003256,0.002495514,0.001111089,0.000327653,0.000003760786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00109845,"about_ca_system_score_gemma":0.000555742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006000814,"about_ca_topic_score_gemma":0.003383961,"domain_scores_codex":[0.9978916,0.0004190789,0.0004752523,0.0002203295,0.0006944133,0.0002993199],"domain_scores_gemma":[0.9985102,0.0001961228,0.0003145862,0.0003495163,0.0005225978,0.0001069143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002046654,0.0007932149,0.8321493,0.0002364893,0.0006715091,0.0002552674,0.00477889,0.05997998,0.005330137,0.04053253,0.05235035,0.0008756444],"study_design_scores_gemma":[0.006825705,0.0001490536,0.8390859,0.0002298793,0.00009993432,0.0003596236,0.001496074,0.03794977,0.005545329,0.00008968113,0.1071097,0.001059363],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9196038,0.00004131844,0.0005944656,0.000197382,0.0002913996,0.0003814765,0.0003956444,0.00002895091,0.07846559],"genre_scores_gemma":[0.9971148,0.00008819292,0.00006452071,0.000102539,0.00002264525,9.121682e-7,0.0002532386,0.00000886027,0.002344334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07751098,"threshold_uncertainty_score":0.9071476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04879781199584134,"score_gpt":0.2522892541890275,"score_spread":0.2034914421931861,"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."}}