{"id":"W2800040221","doi":"","title":"Climate change and planning for snow avalanches in transportation corridors in western Canada","year":2017,"lang":"en","type":"article","venue":"DORA WSL (Swiss Federal Institute for Forest, Snow and Landscape Research)","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Climate change; Geography; Physical geography; Meteorology; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002161878,0.0001927157,0.0001670693,0.000813848,0.001748076,0.001320934,0.0005585084,0.0002843449,0.002322359],"category_scores_gemma":[0.000870815,0.0001888516,0.0004119977,0.001478164,0.0004280205,0.0003611456,0.0004314129,0.0004228784,0.000113253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0212703,"about_ca_system_score_gemma":0.02344541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9915917,"about_ca_topic_score_gemma":0.9975188,"domain_scores_codex":[0.9998166,0.00002001342,0.000005703292,0.0000269198,0.00003039176,0.0001003513],"domain_scores_gemma":[0.9996301,0.00004129282,0.00004454288,0.000009778755,0.0001383273,0.0001359289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001875288,0.0000955706,0.906885,0.0000658702,0.0001600995,0.0005747715,0.001310385,0.06395778,0.001324126,0.002309051,0.002694743,0.02043504],"study_design_scores_gemma":[0.00002281534,0.00004788276,0.9399898,0.00006247169,0.00007797657,0.00009234116,0.007076381,0.04446947,0.0005244612,0.0009363816,0.006645971,0.00005395075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940567,0.0002131422,0.0003442873,0.0003197856,0.00000496358,0.00002406711,0.001402443,0.00002137595,0.003613236],"genre_scores_gemma":[0.997286,0.0002264907,0.0004375179,0.00001918979,0.000001398568,0.000008157121,0.0007363331,0.000006586462,0.00127829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0212703,"threshold_uncertainty_score":0.1543275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06740264446535221,"score_gpt":0.3217094439288082,"score_spread":0.254306799463456,"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."}}