{"id":"W4313427135","doi":"10.32388/30ko7k","title":"Review of: \"Participatory budgeting for public involvement in environmental sustainability at a Thai university\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Sustainability in Higher Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Paul University","funders":"","keywords":"Participatory budgeting; Sustainability; Citizen journalism; Environmental planning; Political science; Business; Environmental science; Ecology; Biology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008330478,0.0002582881,0.0007372942,0.000231004,0.0003036528,0.00001856534,0.0006676608,0.0002570536,0.00154081],"category_scores_gemma":[0.006025806,0.0002857047,0.0003349338,0.0008600099,0.000549391,0.0001928377,0.0003993126,0.0002435583,0.00002456226],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01237408,"about_ca_system_score_gemma":0.003056645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006052725,"about_ca_topic_score_gemma":0.01100621,"domain_scores_codex":[0.9959246,0.001226647,0.0007608359,0.0006536869,0.000724778,0.0007094582],"domain_scores_gemma":[0.9971465,0.001090202,0.0004910906,0.0006265275,0.0004569296,0.0001887383],"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":[0.000008590499,0.0003461866,0.01193499,0.1364675,0.00004146932,0.000002838698,0.005226014,0.000001125342,3.390639e-7,0.001908271,0.8400141,0.004048535],"study_design_scores_gemma":[0.0001377654,0.00003311039,0.001001794,0.006467852,0.0001198299,7.301078e-8,0.02426105,0.000001839488,0.00000117846,0.0006673195,0.9670527,0.0002555126],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.009571746,0.2450613,0.00002557022,0.7108842,0.003320174,0.02004977,0.000463816,0.0002793371,0.01034408],"genre_scores_gemma":[0.01370827,0.3987743,0.000272437,0.008019931,0.0005804121,0.001339801,0.002230352,0.0001102661,0.5749642],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7028643,"threshold_uncertainty_score":0.9999595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09984671699536832,"score_gpt":0.3882715211458497,"score_spread":0.2884248041504813,"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."}}