{"id":"W2108156084","doi":"10.5194/nhess-15-45-2015","title":"Landslide susceptibility near highways is increased by 1 order of magnitude in the Andes of southern Ecuador, Loja province","year":2015,"lang":"en","type":"article","venue":"Natural hazards and earth system sciences","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Technische Universität München; Deutsche Forschungsgemeinschaft","keywords":"Landslide; Interurban; Confidence interval; Andesite; Geology; Physical geography; Geography; Statistics; Geomorphology; Seismology; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001786795,0.0001423332,0.0002625365,0.00003234387,0.0001491133,0.00006341019,0.000377791,0.00009404666,0.00006307583],"category_scores_gemma":[0.00005503601,0.00007107297,0.00004728536,0.0004913855,0.0007994262,0.0001830365,0.0001099154,0.0001528757,0.0000199755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002583064,"about_ca_system_score_gemma":0.0001014058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006518045,"about_ca_topic_score_gemma":0.001294899,"domain_scores_codex":[0.9981862,0.0001672542,0.0003406725,0.00032506,0.000719574,0.0002612634],"domain_scores_gemma":[0.9994296,0.00007527703,0.0001697359,0.0002009897,0.0000422913,0.00008206516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003153416,0.0002979683,0.9291389,0.0003778765,0.00003903616,0.0000288913,0.01053275,0.0005724644,0.006722952,0.0001679668,0.007482977,0.04432286],"study_design_scores_gemma":[0.01303441,0.005373816,0.553388,0.001777369,0.0003168098,0.0003932418,0.1220831,0.2514664,0.02890828,0.0008772665,0.01934669,0.003034678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994913,0.0007964283,0.000006327538,0.0002117199,0.00008767049,0.0002610554,0.00006959135,0.00001956676,0.003634606],"genre_scores_gemma":[0.9993178,0.00001929722,0.0004559777,0.00007336382,0.00001473179,0.000003114528,0.000003683602,0.000004177444,0.000107825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3757509,"threshold_uncertainty_score":0.9853379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009381758639249746,"score_gpt":0.2216023926144192,"score_spread":0.2122206339751695,"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."}}