{"id":"W25086857","doi":"10.1007/978-94-6209-233-4_8","title":"Learning Participatory Citizenship","year":2013,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; St. Francis Xavier University","funders":"","keywords":"Citizenship; Citizen journalism; Corporation; Public relations; Corporate governance; State (computer science); Work (physics); Public housing; Public administration; Political science; Social engagement; Sociology; Business; Engineering; Social science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006625879,0.00042588,0.000771776,0.0004126157,0.0003366945,0.0006579382,0.0003853475,0.0006216351,0.007044435],"category_scores_gemma":[0.000197535,0.0005442887,0.0003285226,0.00002620037,0.0001962677,0.0001759872,0.0001900466,0.00129007,0.004675939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002613383,"about_ca_system_score_gemma":0.00009330404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000166653,"about_ca_topic_score_gemma":0.00003495632,"domain_scores_codex":[0.9981324,0.00003006684,0.0007698728,0.000442257,0.00009126496,0.0005341099],"domain_scores_gemma":[0.9984063,0.0001280654,0.0005974477,0.0005245897,0.00009151969,0.0002520786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008289211,0.000007547619,0.0006159422,0.00004352812,0.0003953867,0.00002142058,0.00378713,0.000001899614,0.000001817096,0.8345082,0.1484307,0.01217815],"study_design_scores_gemma":[0.0002458562,0.00004987404,0.0003439899,0.00004793594,0.00001573575,0.000002846648,0.0001402289,0.00002344293,0.0000024828,0.2924455,0.7060425,0.0006395472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003830409,0.0004659448,0.0000126853,0.0002237501,0.0007379723,0.0002837013,0.00002823962,0.0002106788,0.9942066],"genre_scores_gemma":[0.1117668,0.00003178622,0.000100953,0.0004891906,0.000277246,0.00001505987,0.00007178014,0.0001333413,0.8871138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5576118,"threshold_uncertainty_score":0.9997008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1059533962748305,"score_gpt":0.236083275482439,"score_spread":0.1301298792076086,"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."}}