{"id":"W4393256355","doi":"10.1007/s42452-024-05814-4","title":"Climate-resilience of dams and levees in Canada: a review","year":2024,"lang":"en","type":"review","venue":"Discover Applied Sciences","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; Government of Saskatchewan; Ministry of Environment; University of Saskatchewan; Ontario Power Generation; McGill University; National Research Council Canada; Western University","funders":"Infrastructure Canada; National Research Council Canada","keywords":"Resilience (materials science); Levee; Climate change; Environmental science; Geography; Environmental planning; Environmental resource management; Geology; Oceanography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007207438,0.0002888661,0.0008930214,0.000078003,0.00007138998,0.00005063558,0.0006446753,0.00003864555,0.0001817769],"category_scores_gemma":[0.000008200516,0.0001839155,0.00007842003,0.0009750394,0.000461001,0.0001495488,0.0007851067,0.000162084,0.00005579415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003040396,"about_ca_system_score_gemma":0.0004694079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2440661,"about_ca_topic_score_gemma":0.587665,"domain_scores_codex":[0.9977283,0.00004154712,0.0005379014,0.0006796357,0.0006463105,0.000366232],"domain_scores_gemma":[0.9994321,0.00005967404,0.0002060333,0.0002401728,0.000001434422,0.00006055791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[9.594811e-7,0.00003345463,0.0005681927,0.03748842,0.00001818509,0.00001503568,0.00005498609,0.00005560535,0.000001734235,0.00455187,0.007350464,0.9498611],"study_design_scores_gemma":[0.00007137205,0.0000318302,0.000509317,0.02884942,0.0005247201,0.000004125557,0.000244233,0.00007844248,0.000002714544,0.0002652602,0.9688646,0.0005539128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001018149,0.9756983,0.000004261386,0.00004277034,0.0001155835,0.0008057008,0.00002978989,0.000007532778,0.02319428],"genre_scores_gemma":[0.001443369,0.9980634,0.000145066,0.0001012007,0.000008648709,0.0001249705,0.000007202983,0.00001062318,0.00009552044],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9615142,"threshold_uncertainty_score":0.7609677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02332679445370963,"score_gpt":0.317155891167213,"score_spread":0.2938290967135034,"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."}}