{"id":"W4367172929","doi":"10.1139/cgj-2022-0626","title":"Slope risk management in light of uncertainty and environmental variability—2021 Canadian Geotechnical Colloquium","year":2023,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Landslide; Risk management; Climate change; Risk assessment; Documentation; Risk analysis (engineering); Environmental science; Environmental resource management; Geotechnical engineering; Civil engineering; Environmental planning; Engineering; Geology; Computer science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.007377476,0.001273528,0.0005647259,0.002498352,0.003330643,0.00600221,0.003047907,0.001899454,0.005982595],"category_scores_gemma":[0.008238941,0.0004755464,0.0006132337,0.002906484,0.001877273,0.001789062,0.002905681,0.001648673,0.001086515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05179124,"about_ca_system_score_gemma":0.1108856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9430451,"about_ca_topic_score_gemma":0.9672445,"domain_scores_codex":[0.9928777,0.0004321303,0.0001760487,0.0002553723,0.005240906,0.001017932],"domain_scores_gemma":[0.9897097,0.0004158528,0.0003362495,0.0003077872,0.008070616,0.001159856],"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":[0.0001429717,0.00007124748,0.01804784,0.000352499,0.00009943867,0.0004487328,0.001098072,0.1394722,0.005392628,0.06891707,0.3502851,0.4156722],"study_design_scores_gemma":[0.000019503,0.00006758802,0.03413628,0.0004545114,0.00006085803,0.0001651337,0.00209836,0.07796478,0.002403471,0.03536454,0.8470117,0.0002532262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1279554,0.04623683,0.256989,0.1965674,0.00456278,0.001240156,0.02295964,0.003455468,0.3400334],"genre_scores_gemma":[0.7688838,0.02346007,0.110608,0.004655769,0.0005616999,0.0003349019,0.01324575,0.0006332241,0.07761691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9430451,"threshold_uncertainty_score":0.3757735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004200325760654287,"score_gpt":0.1892181169615199,"score_spread":0.1850177912008656,"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."}}