{"id":"W4410829635","doi":"10.1080/14733285.2025.2511788","title":"Democratic citizenship education in a Canadian youth city council: the case of the Commission Jeunesse Gatineau (CJG)","year":2025,"lang":"en","type":"article","venue":"Children s Geographies","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais; University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Citizenship; Commission; Democracy; Political science; Public administration; Media studies; Sociology; Law; Politics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001043448,0.0001016592,0.0001465382,0.0002283871,0.001288353,0.00004490535,0.0003763011,0.00009638436,0.00002726266],"category_scores_gemma":[0.0009004435,0.00006740564,0.00009127567,0.00162072,0.0008267482,0.00003521391,0.00002813408,0.0002412748,0.000001024185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002766857,"about_ca_system_score_gemma":0.005037672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9039685,"about_ca_topic_score_gemma":0.9603088,"domain_scores_codex":[0.9987739,0.00031847,0.0002209226,0.0001659737,0.0002147773,0.0003058942],"domain_scores_gemma":[0.9990728,0.0002136124,0.00008930068,0.0003115877,0.0001820276,0.0001306339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005178189,0.00006309509,0.8964523,0.00001245851,0.00002172274,0.000001765387,0.06932036,0.000003318586,0.000001359562,0.02128036,0.01035574,0.002482318],"study_design_scores_gemma":[0.0002665778,0.00001754646,0.7952275,0.0002041099,0.0001012866,0.00001160087,0.1703441,0.0000056955,0.00001074128,0.02473531,0.008877601,0.000197949],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9322717,0.0014364,8.264659e-7,0.007127362,0.0006392548,0.0002933908,0.00001962472,0.00002072392,0.05819067],"genre_scores_gemma":[0.9980681,0.00007105032,0.00001335544,0.0003714361,0.00009992717,0.00001595526,0.000005015975,0.000005090531,0.001350046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1012248,"threshold_uncertainty_score":0.9909099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05369796092620115,"score_gpt":0.3265938849255112,"score_spread":0.2728959239993101,"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."}}