{"id":"W2330636001","doi":"10.1061/40792(173)79","title":"Overview of Vulnerabilities of Coastally-Influenced Conveyance and Treatment Infrastructure in Greater Vancouver to Climate Change: Identification of Adaptive Responses","year":2005,"lang":"en","type":"article","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Capital Regional District; University of British Columbia","funders":"","keywords":"Combined sewer; Stormwater; Critical infrastructure; Climate change; Environmental planning; Variety (cybernetics); Green infrastructure; Adaptive management; Sustainability; Environmental resource management; Environmental science; Drainage; Surface runoff; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000546404,0.0004955319,0.0002405935,0.003830542,0.00257851,0.00302715,0.0007570869,0.000784105,0.002182307],"category_scores_gemma":[0.001775979,0.0002734804,0.0003160847,0.006257167,0.00107298,0.0009136482,0.001916315,0.0006498756,0.0001535429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01689431,"about_ca_system_score_gemma":0.01145115,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.838668,"about_ca_topic_score_gemma":0.9467132,"domain_scores_codex":[0.9991641,0.0001099546,0.00005978024,0.00007115007,0.0002799372,0.0003151633],"domain_scores_gemma":[0.9977284,0.0003940935,0.0003482832,0.00005356506,0.001178053,0.0002975807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001195925,0.00009758679,0.5982807,0.0039308,0.0003392197,0.005023903,0.02240543,0.01233513,0.006103044,0.01039242,0.01874762,0.3222245],"study_design_scores_gemma":[0.000003719698,0.0001043507,0.8487274,0.001613301,0.0001599183,0.001458649,0.03967774,0.002270555,0.0009905442,0.001678062,0.1032264,0.00008927575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7961979,0.0768389,0.002432426,0.008804084,0.0001124282,0.0003943747,0.004497344,0.0001451801,0.1105773],"genre_scores_gemma":[0.9043279,0.08134455,0.001744026,0.0004714202,0.00003708396,0.00007440422,0.001306825,0.00001624898,0.01067752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.161332,"threshold_uncertainty_score":0.3245641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02489966380048766,"score_gpt":0.2673768288953555,"score_spread":0.2424771650948679,"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."}}