{"id":"W4221130397","doi":"10.5194/nhess-22-985-2022","title":"Brief communication: Key papers of 20 years in <i>Natural Hazards and Earth System Sciences</i>","year":2022,"lang":"en","type":"article","venue":"Natural hazards and earth system sciences","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Agence Nationale de la Recherche","keywords":"Outreach; Natural hazard; Natural (archaeology); Natural disaster; Library science; Subject (documents); Dissemination; Political science; Key (lock); Engineering ethics; Environmental ethics; Engineering; Geography; Computer science; Law; Meteorology; Computer security; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002292633,0.000234457,0.0004178601,0.0001607008,0.001268749,0.0001830682,0.0007393578,0.00009665477,0.0001365931],"category_scores_gemma":[0.00001997387,0.0001731182,0.00008715537,0.00127102,0.001583396,0.0004565866,0.0007715271,0.0004818406,0.00001066811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009804714,"about_ca_system_score_gemma":0.0001205685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700746,"about_ca_topic_score_gemma":0.000493528,"domain_scores_codex":[0.9967612,0.0003284815,0.0005157065,0.000651825,0.001218527,0.0005242517],"domain_scores_gemma":[0.9991542,0.0001175217,0.0002521409,0.000308037,0.00002137363,0.0001467367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005712089,0.0004037147,0.1912875,0.001323445,0.0002444194,0.0003827466,0.01729976,0.02888563,0.01908758,0.05465995,0.004766993,0.6810871],"study_design_scores_gemma":[0.00584765,0.002271484,0.3275169,0.00168095,0.0001739157,0.002673222,0.07257273,0.4943391,0.001236333,0.0002050183,0.0887476,0.00273502],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633298,0.006412713,0.000001292209,0.000416664,0.0006433127,0.000359158,0.00003726761,0.00005981322,0.02874],"genre_scores_gemma":[0.9984109,0.0001822537,0.0005512262,0.0001183034,0.0000314937,0.00001808274,0.000006238051,0.000009810821,0.0006716703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6783521,"threshold_uncertainty_score":0.9758321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006055339918859209,"score_gpt":0.2106754881628731,"score_spread":0.2046201482440139,"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."}}