{"id":"W4321783533","doi":"10.1186/s40677-022-00231-4","title":"Development of a methodology for predicting landslide hazards at a regional scale","year":2023,"lang":"en","type":"article","venue":"Geoenvironmental Disasters","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Mitacs; Université du Québec à Chicoutimi","keywords":"Landslide; Scale (ratio); Hazard; Environmental engineering science; Biogeosciences; Natural hazard; Slope stability; Geology; Constraint (computer-aided design); Geologic hazards; Hazard analysis; Stability (learning theory); Mining engineering; Geotechnical engineering; Civil engineering; Cartography; Geography; Computer science; Earth science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006097026,0.0005315066,0.0003062025,0.001286197,0.0004103221,0.0007318803,0.0008060629,0.0004230923,0.001465313],"category_scores_gemma":[0.001841958,0.000260308,0.0004875733,0.0007990542,0.0003112965,0.0003474566,0.0004970382,0.0003258926,0.0003390313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009229374,"about_ca_system_score_gemma":0.001930706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05895867,"about_ca_topic_score_gemma":0.06157513,"domain_scores_codex":[0.9997832,0.0000350837,0.00001588778,0.00006141184,0.00008262346,0.0000218711],"domain_scores_gemma":[0.9993594,0.0001541298,0.00008725657,0.00005798499,0.000310997,0.00003014526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002767523,0.00006915195,0.01745426,0.00007746203,0.00008671464,0.0001675107,0.0001383882,0.8141817,0.01984639,0.004704493,0.00110618,0.1421401],"study_design_scores_gemma":[0.000004834328,0.00002473445,0.002964489,0.000008718786,0.00001293016,0.00003935154,0.00004662108,0.990922,0.003238897,0.001266507,0.001459873,0.00001104285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0208045,0.00003160988,0.9769139,0.00002800539,0.000007950069,0.0000919111,0.0003014543,0.0008217295,0.000998899],"genre_scores_gemma":[0.3058643,0.00005751524,0.6925824,0.0000141425,0.000007117037,0.000171438,0.0003047961,0.00007760926,0.0009206797],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05895867,"threshold_uncertainty_score":0.117231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589368938145997,"score_gpt":0.2649797454544233,"score_spread":0.2290860560729633,"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."}}