{"id":"W4414669891","doi":"10.3390/su17198720","title":"Reframing Citizen Participation: Turning Barriers into Guiding Enablers","year":2025,"lang":"en","type":"article","venue":"Sustainability","topic":"Social Media and Politics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Waterloo","funders":"European Commission","keywords":"Cognitive reframing; Sustainability; Public engagement; Citizen science; Focus group","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08051205,0.0009742081,0.0009512841,0.002705857,0.01393433,0.02210838,0.003353251,0.005485798,0.003390418],"category_scores_gemma":[0.09343263,0.0008463911,0.0009640428,0.002125997,0.03795655,0.02212823,0.02747923,0.008317678,0.0007845594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009144149,"about_ca_system_score_gemma":0.0199994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00392854,"about_ca_topic_score_gemma":0.004360077,"domain_scores_codex":[0.8903229,0.08773092,0.00282847,0.005614368,0.007743528,0.005759786],"domain_scores_gemma":[0.8954688,0.08154267,0.004566927,0.007909805,0.006297057,0.0042147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008092094,0.0001625084,0.008543092,0.001038848,0.0000393775,0.0005350897,0.5580493,0.000517108,0.002111872,0.3525174,0.003576946,0.07282755],"study_design_scores_gemma":[0.00004561393,0.0002044915,0.003366034,0.002023336,0.00005723496,0.0004203321,0.4539782,0.001867244,0.002207787,0.3121585,0.2235888,0.00008236821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3493551,0.004999641,0.2889097,0.174159,0.001128913,0.001685684,0.0001552282,0.000497009,0.1791097],"genre_scores_gemma":[0.9656199,0.001128626,0.02477391,0.003573582,0.00008446077,0.001252417,0.00006134247,0.0001441436,0.003361611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08051205,"threshold_uncertainty_score":0.4257935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967296246110239,"score_gpt":0.3660500140195264,"score_spread":0.346377051558424,"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."}}