{"id":"W4211216429","doi":"10.2139/ssrn.4029605","title":"The Influence of International Agreements on Disaster Risk Reduction","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Insurance and Financial Risk Management","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Disaster risk reduction; Reduction (mathematics); Business; Risk analysis (engineering); Environmental planning; Environmental science; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001837383,0.00006861359,0.0001038496,0.0001154086,0.0005234393,0.00003149498,0.0003800359,0.00001480277,0.000053639],"category_scores_gemma":[0.00005276236,0.00006224555,0.00008636341,0.0001382537,0.00003234181,0.000129867,0.00007642816,0.0008187208,0.00005593017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006662071,"about_ca_system_score_gemma":0.00007963178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001247678,"about_ca_topic_score_gemma":0.00004673233,"domain_scores_codex":[0.998768,0.00002723967,0.000385782,0.0001374513,0.0001008562,0.0005806616],"domain_scores_gemma":[0.999252,0.00001509127,0.0005409019,0.0001496545,0.0000272449,0.00001512795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001361937,0.00009141785,0.03147874,0.000001202642,0.0001461531,6.62352e-7,0.0003614878,0.008566997,0.00001112465,0.9383699,0.0002593792,0.02057675],"study_design_scores_gemma":[0.0007549015,0.0005735216,0.08591782,0.000005838098,0.000008812545,0.00003051429,0.00213888,0.0002068498,0.00001264621,0.7698833,0.1403105,0.0001564071],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919324,0.001101968,0.0006863098,0.0006625529,0.0009002894,0.00009615516,0.00002827583,0.000004812885,0.004587239],"genre_scores_gemma":[0.9885858,0.008802967,0.00000870141,0.00005150069,0.0001335904,0.000016074,0.000002446406,0.00000826805,0.002390651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1684866,"threshold_uncertainty_score":0.4025925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007443180724136619,"score_gpt":0.2032510424504864,"score_spread":0.1958078617263497,"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."}}