{"id":"W3089319502","doi":"10.1111/capa.12388","title":"Beyond COVID‐19: Five commentaries on reimagining governance for future crises and resilience","year":2020,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Government (linguistics); Corporate governance; Public administration; Coronavirus disease 2019 (COVID-19); Pandemic; Population; Sociology; Management; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002045936,0.00009311293,0.00008770501,0.00003984284,0.0009977483,0.0004588142,0.000234851,0.00005474618,0.0001293868],"category_scores_gemma":[0.0009197718,0.00008789305,0.00002278231,0.0002098979,0.0003082973,0.0005373454,0.00001648113,0.00008739279,0.000006675001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678962,"about_ca_system_score_gemma":0.001781634,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004248841,"about_ca_topic_score_gemma":0.4538051,"domain_scores_codex":[0.9990172,0.0000536228,0.0001268702,0.0002830262,0.0002098392,0.0003094895],"domain_scores_gemma":[0.9987454,0.0001220783,0.000079174,0.00009511725,0.00005241717,0.0009058224],"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":[0.00002503365,0.00000789779,0.002267104,0.00002332417,0.00000615044,0.000008730394,0.005972131,0.00000139467,0.00000191304,0.8143913,0.1689291,0.008365882],"study_design_scores_gemma":[0.0001742021,0.000138658,0.001247851,0.00000544153,0.000006949167,4.729212e-7,0.02266403,0.0001238639,0.000006514842,0.001794514,0.9737145,0.0001230516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.009822747,0.0001151786,0.0004744909,0.9510562,0.0003261006,0.0004924841,0.0001161886,0.000048142,0.03754851],"genre_scores_gemma":[0.9691043,0.00006070225,0.0002563515,0.02786933,0.0004597673,0.00003126269,0.00004407887,0.000006131265,0.002168027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9592816,"threshold_uncertainty_score":0.7673975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03599188264508135,"score_gpt":0.3092966353256436,"score_spread":0.2733047526805622,"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."}}