{"id":"W1124390591","doi":"10.1177/0020852314566009","title":"Activating collective co-production of public services: influencing citizens to participate in complex governance mechanisms in the UK","year":2015,"lang":"en","type":"article","venue":"International Review of Administrative Sciences","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for International Governance Innovation","funders":"Arts and Humanities Research Council","keywords":"Production (economics); Corporate governance; Collective action; Nudge theory; Collective responsibility; Politics; Public relations; Scope (computer science); Political science; Business; Public economics; Economics; Law; Microeconomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00402989,0.0003831183,0.0005919645,0.001094796,0.0009130152,0.004042823,0.0006272687,0.001532347,0.004487106],"category_scores_gemma":[0.008138585,0.0001893146,0.000546434,0.001933551,0.001921108,0.002174302,0.002070372,0.001057167,0.0004022765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006213897,"about_ca_system_score_gemma":0.007273863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05304594,"about_ca_topic_score_gemma":0.06293453,"domain_scores_codex":[0.9960092,0.002479391,0.0002342404,0.0003106252,0.000489209,0.000477347],"domain_scores_gemma":[0.9956418,0.002371174,0.001041131,0.0001043179,0.0004934368,0.0003481156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005380009,0.0004911404,0.06146425,0.06256679,0.000602923,0.001388542,0.06040325,0.001600437,0.001074226,0.04648747,0.03880574,0.7245773],"study_design_scores_gemma":[0.0001314754,0.0006507208,0.3160603,0.05831966,0.000774441,0.0008382382,0.06873215,0.0007498034,0.0008828131,0.008726595,0.543992,0.0001418373],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1684514,0.7691593,0.000765251,0.02140011,0.0006665522,0.0001988387,0.0002507749,0.0000227394,0.03908501],"genre_scores_gemma":[0.5561723,0.4369575,0.0005274023,0.002200455,0.0001597402,0.0001191965,0.0001176657,0.0000129009,0.003732885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05304594,"threshold_uncertainty_score":0.1054744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3979626666463867,"score_gpt":0.522700605147314,"score_spread":0.1247379385009273,"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."}}