{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000827484,0.0002921289,0.0002836421,0.0005718414,0.00185701,0.003809465,0.0009796401,0.003835153,0.04080144],"category_scores_gemma":[0.002072481,0.00007694465,0.0002831303,0.0009851439,0.001902825,0.003525946,0.001467807,0.003444321,0.006828503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722261,"about_ca_system_score_gemma":0.003231193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005839142,"about_ca_topic_score_gemma":0.01560547,"domain_scores_codex":[0.9996985,0.000104448,0.000009683842,0.00004977862,0.00007580408,0.000061789],"domain_scores_gemma":[0.9990519,0.0005025574,0.00003210517,0.00002344069,0.0002293326,0.0001606398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002043822,0.00004680525,0.000295306,0.0001917451,0.000004065872,0.00009540316,0.002401945,0.0001282708,0.00007072176,0.2770282,0.6942747,0.02544235],"study_design_scores_gemma":[0.00001726936,0.0000125641,0.001148139,0.0004237912,0.000007936716,0.0001184669,0.01316125,0.0001664142,0.0001576051,0.0797988,0.9049761,0.00001158687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006769862,0.009902451,0.003619079,0.5350356,0.02079663,0.0001336502,0.0004454677,0.0001063846,0.4231909],"genre_scores_gemma":[0.1181233,0.009085143,0.002540975,0.2196896,0.009742727,0.0002658452,0.0004615506,0.0001191446,0.6399719],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04080144,"threshold_uncertainty_score":0.1364944,"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."}}