{"id":"W28138704","doi":"10.16997/jdd.164","title":"Stakeholder and Citizen Roles in Public Deliberation","year":2013,"lang":"en","type":"article","venue":"Journal of Deliberative Democracy","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Deliberation; Stakeholder; Public relations; Conversation; Government (linguistics); Normative; Political science; Stakeholder analysis; Citizen journalism; Public participation; Process (computing); Stakeholder engagement; Sociology; Public administration; Politics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001363758,0.00009063527,0.0001844367,0.000315389,0.0003523774,0.0006344556,0.0001919921,0.00008521736,0.0005715429],"category_scores_gemma":[0.001237563,0.00007625398,0.0000435986,0.0003735312,0.0002135957,0.002361988,0.00002847477,0.0003144096,0.00001975109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008947561,"about_ca_system_score_gemma":0.0007255288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001806695,"about_ca_topic_score_gemma":0.0006940851,"domain_scores_codex":[0.9980702,0.000519728,0.0004761728,0.0001132343,0.0005052688,0.0003153326],"domain_scores_gemma":[0.9983485,0.0003156515,0.0002320415,0.00006875974,0.0007470924,0.000287939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001074185,0.0008161639,0.05272904,0.00003109526,0.0002029941,0.0001327059,0.05472712,0.00005797421,0.006868939,0.4378293,0.09088123,0.355616],"study_design_scores_gemma":[0.00484595,0.0007813385,0.4318534,0.0001813981,0.00003025783,0.000155912,0.03502271,0.001535218,0.001605794,0.4099277,0.1131885,0.0008718387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8892138,0.0001996095,0.0004985259,0.08693004,0.00007714036,0.0002246154,0.000002991611,0.00001034134,0.02284295],"genre_scores_gemma":[0.9959167,0.0002624038,0.0009355163,0.0008803821,0.0002886332,0.000008541028,0.00000156272,0.000006767465,0.001699451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3791243,"threshold_uncertainty_score":0.6257994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08851627796901533,"score_gpt":0.3594261157301581,"score_spread":0.2709098377611427,"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."}}