{"id":"W4403670471","doi":"10.1017/9781009398152.015","title":"Bureaucratic Vulnerability","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; Andrew W. Mellon Foundation; National Science Foundation","keywords":"Vulnerability (computing); Bureaucracy; Geography; Political science; Computer science; Computer security; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009013271,0.0004976084,0.0003489105,0.001722413,0.01029024,0.008220233,0.001068803,0.001612785,0.006518496],"category_scores_gemma":[0.009741374,0.0004168603,0.0003902315,0.002163342,0.04123794,0.007621722,0.007814473,0.003471568,0.000866163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01280496,"about_ca_system_score_gemma":0.01281307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01438464,"about_ca_topic_score_gemma":0.01608748,"domain_scores_codex":[0.9885583,0.005644737,0.0003961498,0.001311179,0.002729336,0.001360277],"domain_scores_gemma":[0.9906459,0.005190684,0.001007468,0.001546321,0.001021988,0.0005876251],"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":[0.000003711196,0.000007814888,0.0003217075,0.00003208871,0.000001934806,0.00003428616,0.01447397,0.000101805,0.0000768009,0.9740078,0.00258053,0.0083576],"study_design_scores_gemma":[0.00001107435,0.00002817673,0.00233155,0.0005684871,0.000009468276,0.0002464608,0.01295656,0.0005190222,0.0002629271,0.3445471,0.6384884,0.00003090629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04090803,0.01184826,0.02535969,0.04087259,0.0008144166,0.0001009973,0.00006443947,0.000132235,0.8798994],"genre_scores_gemma":[0.9047519,0.007470137,0.003865937,0.005513658,0.0006334236,0.000263864,0.00006103103,0.0001215878,0.07731847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01438464,"threshold_uncertainty_score":0.09290689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989707564503652,"score_gpt":0.1928730045506183,"score_spread":0.1729759289055818,"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."}}