{"id":"W4244296352","doi":"10.1007/978-1-4939-7131-2_100098","title":"Citizen Participation","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Political science; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003086988,0.0001457058,0.0001730508,0.0000688936,0.0002796726,0.00006462486,0.0001679189,0.0003047994,0.03557025],"category_scores_gemma":[0.0000373562,0.0001371335,0.0001019868,0.00002057387,0.0002244284,0.00006837551,0.00004389914,0.0001030454,0.003810994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001375541,"about_ca_system_score_gemma":0.0002777352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005432474,"about_ca_topic_score_gemma":0.005102213,"domain_scores_codex":[0.9988345,0.00001997572,0.000216367,0.0002339128,0.0004413043,0.0002539346],"domain_scores_gemma":[0.999427,0.0000409658,0.0001016538,0.0001578506,0.0001325004,0.0001400694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006532445,0.00000854354,0.00002082253,0.000006162993,0.00004849432,0.00000801287,0.02644669,9.780673e-8,6.175409e-7,0.2671386,0.7003114,0.006004048],"study_design_scores_gemma":[0.00005796829,0.00001938637,0.0001497222,0.00002535718,0.00002049441,1.468853e-7,0.000535989,0.000001207719,0.0000049314,0.05551066,0.9434738,0.000200382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002645185,0.0001529077,0.0002544181,0.0005336616,0.0007685011,0.0001956056,0.000004906831,0.000172275,0.9976532],"genre_scores_gemma":[0.0076499,0.000329005,0.0004013953,0.0004313754,0.001405661,0.00001077058,0.0000157097,0.00002304747,0.9897332],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2431624,"threshold_uncertainty_score":0.9969646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03986520285347008,"score_gpt":0.3057999844959507,"score_spread":0.2659347816424807,"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."}}