{"id":"W4389343690","doi":"10.1177/17461979231206948","title":"Investigating young people’s involvement in participatory budgeting","year":2023,"lang":"en","type":"article","venue":"Education Citizenship and Social Justice","topic":"Children's Rights and Participation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto","funders":"","keywords":"Litmus; Citizen journalism; Participatory budgeting; Identity (music); Public relations; Qualitative research; Sociology; Process (computing); Test (biology); Political science; Ecology; Social science; Politics","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":[0.001420529,0.0000909746,0.0001264185,0.0001288988,0.001232069,0.0001351442,0.00008010859,0.00009463324,0.00006499438],"category_scores_gemma":[0.0006594905,0.0000983981,0.00002757351,0.0006293163,0.0001545962,0.0001225764,0.00002806696,0.0001439115,0.00004487379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115853,"about_ca_system_score_gemma":0.0004483367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00283955,"about_ca_topic_score_gemma":0.01563093,"domain_scores_codex":[0.9985323,0.0003530176,0.0002571768,0.000210525,0.0002844885,0.0003625204],"domain_scores_gemma":[0.9993184,0.0003064722,0.0001003153,0.00006128642,0.00009435018,0.0001191651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000003300007,0.00004659487,0.2653299,0.0001065177,0.000008891576,5.616235e-7,0.5277984,0.00001363188,0.00007015253,0.1942388,0.009337551,0.003045668],"study_design_scores_gemma":[0.0002366759,0.00001119656,0.7615758,0.00005684238,0.00007252632,2.459066e-7,0.2117701,0.0002412636,0.00001895724,0.02344106,0.002348558,0.0002267972],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761075,0.00004174616,0.00001121559,0.006629773,0.001077331,0.0002188268,0.000003084843,0.0001092881,0.01580122],"genre_scores_gemma":[0.9968985,0.00005172288,0.00006732252,0.0006692531,0.001271425,0.00008370693,0.0000374931,0.00001106737,0.0009094855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4962459,"threshold_uncertainty_score":0.9476207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0852738671659679,"score_gpt":0.3686328272724337,"score_spread":0.2833589601064658,"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."}}