{"id":"W6983239842","doi":"","title":"Machine Learning in Large and Small Earthquakes: from Rapid Large Earthquake Characterization to Slow Fault Zone Processes","year":2023,"lang":"en","type":"other","venue":"Scholars' Bank (University of Oregon)","topic":"Medicinal Plant Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Earthquake rupture; Remotely triggered earthquakes; Magnitude (astronomy); Ground motion; Earthquake prediction; Subduction; Earthquake simulation; Induced seismicity; Slip (aerodynamics)","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":[0.001817545,0.0009321931,0.0006845294,0.001439894,0.0003354429,0.001687682,0.0008497871,0.0007774653,0.0007445315],"category_scores_gemma":[0.008052899,0.0004866467,0.0005676667,0.001083517,0.001181436,0.002340318,0.00146666,0.002054267,0.0002685681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000600539,"about_ca_system_score_gemma":0.0006300813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002046503,"about_ca_topic_score_gemma":0.001371735,"domain_scores_codex":[0.9995559,0.0001357096,0.00003079681,0.0001456634,0.00008936832,0.00004258646],"domain_scores_gemma":[0.9960042,0.002818411,0.0003976706,0.000360058,0.0002481614,0.0001716315],"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":[0.0001568928,0.0001793105,0.04404378,0.0003072887,0.0001676282,0.000268389,0.0005555764,0.5077511,0.005057669,0.04531919,0.003112862,0.3930803],"study_design_scores_gemma":[0.000006968239,0.00005086468,0.004361239,0.00004388851,0.00001237754,0.00004539895,0.00008174733,0.9533948,0.0008863031,0.03944629,0.001649521,0.00002068718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1878732,0.006800232,0.7961493,0.003228478,0.000249451,0.00009736796,0.0002861293,0.0004743763,0.004841562],"genre_scores_gemma":[0.8757068,0.002719493,0.1185554,0.000300512,0.0004591209,0.00007539875,0.0002699893,0.0000947149,0.001818642],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002046503,"threshold_uncertainty_score":0.009612203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444074114729437,"score_gpt":0.2168464538840761,"score_spread":0.2024057127367817,"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."}}