{"id":"W2081611110","doi":"10.1080/13621025.2011.564829","title":"On the promise and perils of citizenship: heuristic concepts, Zimbabwean example","year":2011,"lang":"en","type":"article","venue":"Citizenship Studies","topic":"African studies and sociopolitical issues","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Citizenship; Politics; Vision; Sociology; Ethnography; Situated; Gender studies; Variety (cybernetics); Political economy; Political science; Law; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008489591,0.0001910014,0.0004539812,0.00003414968,0.001225278,0.0000266018,0.0002296378,0.00007155985,0.0002047221],"category_scores_gemma":[0.003118963,0.0001268248,0.00009280762,0.0001705312,0.004700768,0.00002231767,0.0001557483,0.0001636071,0.00001875563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005681252,"about_ca_system_score_gemma":0.0000412751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005075821,"about_ca_topic_score_gemma":0.0001636101,"domain_scores_codex":[0.9981659,0.0004064001,0.000288039,0.0002898734,0.0003539918,0.0004957851],"domain_scores_gemma":[0.9967024,0.00255794,0.0001209576,0.0002297584,0.0002562208,0.0001327082],"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":[0.00002361498,0.00001884799,0.002838856,0.00003455667,0.0001859331,0.000005896247,0.2019659,2.482686e-8,0.000006568017,0.7876505,0.00706556,0.0002037685],"study_design_scores_gemma":[0.0003435519,0.0002612141,0.009631966,0.0001128274,0.0001056174,7.464339e-7,0.4834958,7.996344e-7,0.0001579984,0.5033362,0.002274995,0.0002782782],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7674374,0.006382023,0.000007421339,0.001941332,0.00020055,0.0004316373,0.00002122012,0.00007931833,0.2234991],"genre_scores_gemma":[0.9959118,0.001533163,0.00009883819,0.0004004047,0.0001746847,0.00005569099,5.235718e-7,0.00001547796,0.001809358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2843143,"threshold_uncertainty_score":0.9980079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2119482513085889,"score_gpt":0.373727868421691,"score_spread":0.1617796171131021,"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."}}