{"id":"W4409463914","doi":"10.1007/978-3-031-82892-8_10","title":"Towards a Borderless and Shared Humanity in the Post-COVID-19 New Normal in Africa","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Global Security and Public Health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Humanity; Coronavirus disease 2019 (COVID-19); New normal; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Geography; Political science; Medicine; Law; Internal medicine; Outbreak; Infectious disease (medical specialty)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001909186,0.0001873747,0.0002945606,0.0001970207,0.0003523247,0.0002262197,0.0005855229,0.0004551857,0.002438813],"category_scores_gemma":[0.0005502493,0.0001492158,0.00006244382,0.0001843272,0.0001795082,0.0001738595,0.0001353935,0.0005871469,0.0000167466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003455082,"about_ca_system_score_gemma":0.004943429,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3582247,"about_ca_topic_score_gemma":0.7237773,"domain_scores_codex":[0.9982159,0.0002209103,0.0003095973,0.0003246193,0.0004722232,0.0004567466],"domain_scores_gemma":[0.9991133,0.0002586797,0.00007708673,0.0001933785,0.00006094119,0.0002965637],"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":[0.00001401956,0.00002073079,0.00009359478,0.00005547748,0.000004718208,0.0000198193,0.04839823,1.754925e-7,1.379519e-8,0.9100483,0.03315946,0.008185457],"study_design_scores_gemma":[0.0002426055,0.00003137865,0.001046685,0.00004290253,0.000005471626,7.828815e-7,0.003566056,0.00000192191,9.92138e-9,0.07658644,0.9183223,0.0001534694],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001199,0.000776999,0.00001214004,0.05164269,0.0001134364,0.000565384,0.00008026399,0.00003898833,0.9466502],"genre_scores_gemma":[0.06177885,0.002549379,0.0001923641,0.04851751,0.0006139501,0.00003527196,0.0001256936,0.00002215174,0.8861648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8851628,"threshold_uncertainty_score":0.9984731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05828066752763942,"score_gpt":0.339761023655078,"score_spread":0.2814803561274385,"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."}}