{"id":"W4309074929","doi":"10.1111/capa.12504","title":"Existential threats: Climate change, pandemics and institutions","year":2022,"lang":"en","type":"article","venue":"Canadian Public Administration","topic":"Risk Perception and Management","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Pandemic; Mandate; Existentialism; Political science; Scope (computer science); Delegate; Climate change; Action (physics); Law and economics; Business; Coronavirus disease 2019 (COVID-19); Economics; Law; Disease; Medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003999575,0.00005221032,0.00005046702,0.0001680897,0.002318084,0.0001833207,0.0001066679,0.00003554428,0.0007716081],"category_scores_gemma":[0.0000316162,0.00006472781,0.00002042218,0.0002567516,0.0001314165,0.0003282917,0.00003190723,0.00008568563,0.00001153448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003534715,"about_ca_system_score_gemma":0.00106206,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01438799,"about_ca_topic_score_gemma":0.8503813,"domain_scores_codex":[0.9992064,0.00008979038,0.0001014904,0.0001493577,0.000181913,0.0002709986],"domain_scores_gemma":[0.9994729,0.000007097337,0.00003745829,0.00009011928,0.00003413357,0.0003583105],"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":[0.000001907485,0.00001268086,0.001726347,0.000002119335,0.000003372309,0.000006424415,0.001485486,2.719708e-7,0.000001101608,0.9721721,0.002527096,0.02206103],"study_design_scores_gemma":[0.00009778755,0.00003429659,0.002159943,0.00000106208,0.000006561549,0.000003830167,0.006806125,0.0000364501,1.641467e-7,0.0006201655,0.9901556,0.00007795638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1595557,0.0002338725,0.00035862,0.2912652,0.001949418,0.001388303,0.0003706588,0.0002405459,0.5446377],"genre_scores_gemma":[0.9957384,0.000461695,0.0000580605,0.001713067,0.0001950163,0.0001540266,0.0001266717,0.000004349216,0.001548717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9876286,"threshold_uncertainty_score":0.9989808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1492921047096951,"score_gpt":0.3608117580672763,"score_spread":0.2115196533575813,"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."}}