{"id":"W4399826373","doi":"10.1007/978-3-031-52501-8_23","title":"Conclusion: Citizenship and Leadership in Challenging Times","year":2024,"lang":"en","type":"book-chapter","venue":"Natural resource management and policy","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Citizenship; Political science; Psychology; Law; Politics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000471187,0.0003182942,0.0003157101,0.0006950306,0.0003360214,0.0002000561,0.0002026462,0.0003226218,0.0001524299],"category_scores_gemma":[0.00003102958,0.000301115,0.00009072768,0.0001214519,0.0002888002,0.00005678296,0.0004154319,0.0005761805,0.00006158497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002072595,"about_ca_system_score_gemma":0.00005209292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003034053,"about_ca_topic_score_gemma":0.0002147249,"domain_scores_codex":[0.9982478,0.00003706683,0.0002589564,0.0004765634,0.0004675103,0.0005121219],"domain_scores_gemma":[0.9994871,0.0001160319,0.00007549482,0.0001437369,0.00002071381,0.0001568949],"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":[0.00002187946,0.000002684484,0.00001477786,0.0003527958,0.0001050728,0.0001724745,0.01564019,4.967637e-7,1.598203e-7,0.9070131,0.04081033,0.035866],"study_design_scores_gemma":[0.0002529332,0.00001554255,0.0003222377,0.0006881621,0.00004898042,0.000003104402,0.007689854,0.00001403044,2.363411e-7,0.07035057,0.9202536,0.0003606958],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003394788,0.06762549,6.67865e-7,0.01978572,0.0001995393,0.000386335,0.000005168132,0.0001170327,0.9115406],"genre_scores_gemma":[0.1266043,0.009140321,0.00003607024,0.001513237,0.0009209724,0.000008278979,0.00001274724,0.00003863744,0.8617254],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8794433,"threshold_uncertainty_score":0.9999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05776691659563003,"score_gpt":0.2873097428675265,"score_spread":0.2295428262718965,"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."}}