{"id":"W2968283538","doi":"","title":"The Changing Climate and the Increasing Vulnerability of Infrastructure","year":2009,"lang":"en","type":"article","venue":"Drainage Engineers Conference","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Vulnerability (computing); Climate change; Business; Critical infrastructure; Environmental science; Environmental resource management; Environmental planning; Computer science; Computer security; Geology; Oceanography","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":[0.002044357,0.0000862927,0.0001257043,0.00003515833,0.0007912336,0.00008315597,0.0002250766,0.0000506996,0.00001473641],"category_scores_gemma":[0.0005314102,0.00004704677,0.00003106121,0.0001813351,0.0005611667,0.00009379174,0.00004505379,0.0001481846,8.156642e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002312333,"about_ca_system_score_gemma":0.00005218643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006565603,"about_ca_topic_score_gemma":0.00005587794,"domain_scores_codex":[0.9990329,0.0002139639,0.0001350482,0.0001114074,0.0001865694,0.0003201395],"domain_scores_gemma":[0.9991776,0.000522179,0.0000586468,0.0001283408,0.00006568505,0.00004752753],"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":[0.00003450485,0.00000407003,0.0001427792,0.00001022412,0.00001013334,8.811878e-7,0.05437361,0.00001388239,0.00007806025,0.9023737,0.00004739093,0.04291074],"study_design_scores_gemma":[0.003892474,0.0001581137,0.2971474,0.0004069077,0.0001135973,0.00001425688,0.2936096,0.01076682,0.0006737079,0.344494,0.04749472,0.001228489],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8244913,0.003277676,0.001991241,0.03812645,0.0005777224,0.0008236303,0.000007543056,0.0001836465,0.1305209],"genre_scores_gemma":[0.9984952,0.0009777026,0.0002100871,0.00009757839,0.00005221698,0.000003604984,8.923743e-7,0.000002813658,0.000159972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5578798,"threshold_uncertainty_score":0.6085609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01128070371820991,"score_gpt":0.2495961056225384,"score_spread":0.2383154019043285,"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."}}