{"id":"W2771504683","doi":"10.1111/capa.12229","title":"The evolution of citizen and stakeholder engagement in Canada, from Spicer to #Hashtags","year":2017,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"E-Government and Public Services","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Legitimacy; Stakeholder engagement; Government (linguistics); Stakeholder; Public relations; Political science; Context (archaeology); Public engagement; Action (physics); Public administration; Sociology; Geography; Politics","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":[0.0006561721,0.00006106394,0.00007168896,0.00004935249,0.001035318,0.0004146846,0.0003650392,0.00004608207,0.0001933932],"category_scores_gemma":[0.0004023129,0.00005670241,0.000009842506,0.00008963492,0.0001131906,0.0003584958,0.00002531142,0.00007083192,0.000002179441],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617807,"about_ca_system_score_gemma":0.01054344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9987321,"about_ca_topic_score_gemma":0.9999972,"domain_scores_codex":[0.9990127,0.00008993527,0.0001603648,0.0001453322,0.0003202274,0.0002714184],"domain_scores_gemma":[0.9991257,0.00009124396,0.000118818,0.0002395663,0.00007671756,0.0003479879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001271313,0.00001060988,0.5336969,0.000006545624,0.00001909857,0.000007300768,0.002679409,3.716817e-7,0.00002121968,0.4312929,0.0104662,0.02178681],"study_design_scores_gemma":[0.0001308029,0.00001699002,0.6225996,0.000007711164,0.00000393968,7.918197e-8,0.01999311,0.00002897561,0.00001366233,0.0008398102,0.3562835,0.00008183697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8547778,0.00007914934,0.000008697751,0.1112338,0.0002641796,0.0002379657,0.00008356963,0.000003857805,0.03331096],"genre_scores_gemma":[0.9986427,0.00001180289,0.00002538633,0.0003361167,0.0001182945,0.0000175024,0.00001366074,0.00000381817,0.0008306995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.430453,"threshold_uncertainty_score":0.9950659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05438152809941701,"score_gpt":0.2782842740077078,"score_spread":0.2239027459082908,"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."}}