{"id":"W7143754495","doi":"10.71465/ajainn656","title":"AI and Neural Networks in Predicting Natural Disasters","year":2024,"lang":"","type":"article","venue":"American Journal of Artificial Intelligence and Neural Networks","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Artificial neural network; Natural disaster; Convolutional neural network; Deep learning; Preparedness","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003365599,0.0006063334,0.0003634676,0.001198361,0.0004108991,0.001661526,0.0005695172,0.001381828,0.001457728],"category_scores_gemma":[0.01219826,0.000250687,0.0002529576,0.001271853,0.001817805,0.003267522,0.001036615,0.002368315,0.0002875474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071888,"about_ca_system_score_gemma":0.0009292017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009375255,"about_ca_topic_score_gemma":0.008597833,"domain_scores_codex":[0.9990354,0.0005308668,0.00005043395,0.0001236603,0.0002101497,0.0000495391],"domain_scores_gemma":[0.9943521,0.004683938,0.0003022645,0.0001543947,0.0003828777,0.0001243884],"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":[0.0001792014,0.0001405948,0.01816898,0.000554735,0.0001948335,0.0002755064,0.0003785652,0.4027561,0.0008248415,0.310427,0.01208952,0.2540101],"study_design_scores_gemma":[0.00001633359,0.00006772992,0.003229401,0.0003883985,0.00003147334,0.00008123739,0.0002654793,0.6663849,0.0006604304,0.3112967,0.01753556,0.00004235008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1127047,0.2081473,0.4712743,0.0863445,0.004261403,0.0001895264,0.0005835259,0.0005494067,0.1159454],"genre_scores_gemma":[0.8181061,0.05998095,0.1040846,0.002918566,0.003123812,0.0001719667,0.0002060405,0.0000676634,0.0113403],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009375255,"threshold_uncertainty_score":0.01864135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02128428523255623,"score_gpt":0.2799113919828923,"score_spread":0.2586271067503361,"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."}}