{"id":"W2102010703","doi":"10.1080/13621025.2015.1006581","title":"Mechanisms for popular participation and discursive constructions of citizenship","year":2015,"lang":"en","type":"article","venue":"Citizenship Studies","topic":"Social Media and Politics","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Citizenship; Citizen journalism; Latin Americans; Sociology; State (computer science); Active citizenship; Politics; Gender studies; Perception; Interpretation (philosophy); Discourse analysis; Participatory action research; Political science; Law; Epistemology; Anthropology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003667539,0.00008858258,0.0002482871,0.00004909922,0.0003990855,0.00001859222,0.00006406187,0.00007674597,0.000003158077],"category_scores_gemma":[0.004858346,0.00008432111,0.00005229446,0.0001319455,0.000912646,0.00003444682,0.00002869826,0.00005049782,0.000001809777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006279704,"about_ca_system_score_gemma":0.00009915044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007906332,"about_ca_topic_score_gemma":0.0001817583,"domain_scores_codex":[0.9990111,0.0001579906,0.0001969485,0.0001346157,0.000221041,0.0002783129],"domain_scores_gemma":[0.9985703,0.0006101737,0.0001050057,0.00007664606,0.0004719573,0.0001658726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001610172,0.000006421623,0.009888823,0.00003689642,0.0001257787,7.453269e-7,0.1222393,6.9685e-7,0.00007630798,0.8637583,0.003398807,0.0004518104],"study_design_scores_gemma":[0.0003778124,0.00007733848,0.0007154712,0.00002542556,0.0001108677,4.268891e-7,0.3022126,0.000002570856,0.0005831514,0.6952934,0.0005066041,0.00009437755],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885873,0.001449016,0.0007979939,0.003773742,0.001546937,0.0005381068,0.00007953672,0.0000648504,0.003162554],"genre_scores_gemma":[0.9979603,0.0001400713,0.001198822,0.0000995578,0.0002649492,0.00009835965,0.00000529108,0.000008731053,0.0002239735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1799733,"threshold_uncertainty_score":0.5816245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1971171699602006,"score_gpt":0.4196849167463352,"score_spread":0.2225677467861347,"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."}}