{"id":"W2897209837","doi":"10.1680/jenge.18.00068","title":"Effect of climate change on earthen embankments in Southern Ontario, Canada","year":2018,"lang":"en","type":"article","venue":"Environmental Geotechnics","topic":"Soil and Unsaturated Flow","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada; York University","funders":"","keywords":"Levee; Climate change; Environmental science; Silt; Geotechnical engineering; Slope stability; Hydrology (agriculture); Geology; Geomorphology","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":[0.0002075789,0.000199831,0.0002210871,0.0005788474,0.00186214,0.0009575671,0.0004299267,0.0002500968,0.001727677],"category_scores_gemma":[0.0006713229,0.0001425279,0.0002852782,0.001269514,0.0005825287,0.0002759047,0.0004557784,0.0002611878,0.0001074733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02180913,"about_ca_system_score_gemma":0.01659988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9931234,"about_ca_topic_score_gemma":0.9979181,"domain_scores_codex":[0.9997663,0.0000141397,0.000009330062,0.00003808701,0.00008630712,0.00008589917],"domain_scores_gemma":[0.9993881,0.00004048311,0.00007880531,0.00001836354,0.0003783644,0.00009595761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002631429,0.00007265944,0.9635716,0.00007660123,0.00009172218,0.0008761875,0.002502578,0.01151542,0.004517202,0.0005633119,0.002073555,0.01387592],"study_design_scores_gemma":[0.000005444667,0.00001750237,0.9930174,0.00001010916,0.00001288144,0.00003345993,0.001882482,0.002931124,0.000335521,0.0000406017,0.00170282,0.00001072218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968961,0.00009232758,0.00007155592,0.0001205398,0.000003378788,0.000008414402,0.0008907813,0.00001048627,0.00190644],"genre_scores_gemma":[0.998472,0.00009262561,0.00008137004,0.00001379956,8.261179e-7,0.000003634146,0.000345369,0.00000231388,0.0009880462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02180913,"threshold_uncertainty_score":0.158237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004122824789888456,"score_gpt":0.1674951531137971,"score_spread":0.1633723283239086,"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."}}