{"id":"W2972651431","doi":"10.1785/0220190052","title":"Rapid Earthquake Association and Location","year":2019,"lang":"en","type":"article","venue":"Seismological Research Letters","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":252,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Seismology; Geology; Earthquake location; Sequence (biology); Grid; Event (particle physics); Point (geometry); Induced seismicity; Geodesy; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002456852,0.0001053666,0.0001685847,0.0001501182,0.0002599771,0.0001247104,0.0004137405,0.0001373473,0.00006498007],"category_scores_gemma":[0.001151591,0.00008488507,0.00003129077,0.00068619,0.0001570898,0.0002951027,0.000372821,0.0005130486,0.0008874099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008406374,"about_ca_system_score_gemma":0.00004072031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006192041,"about_ca_topic_score_gemma":0.000001347188,"domain_scores_codex":[0.9975914,0.0006077221,0.0001565832,0.0004743283,0.0005709042,0.0005990644],"domain_scores_gemma":[0.9980097,0.001271118,0.00004848766,0.0003312159,0.0002427902,0.00009670553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001170414,0.0002268574,0.2570281,0.0000962942,0.0002298328,0.0001896049,0.00215789,0.0003072181,0.005666253,0.1547418,0.07816982,0.5010693],"study_design_scores_gemma":[0.0005843562,0.000447848,0.8530855,0.00001828579,0.000003143557,0.0000217322,0.00009033799,0.002454848,0.0003503587,0.008690066,0.1340158,0.0002377597],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8917944,0.0004052732,0.0126255,0.09267683,0.0002925972,0.000271905,6.394506e-7,0.0001124513,0.001820347],"genre_scores_gemma":[0.9869139,0.0001127529,0.001464705,0.01022302,0.00007125729,0.00002075996,0.000002386088,0.000004312628,0.001186953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5960574,"threshold_uncertainty_score":0.9998905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04851863680888381,"score_gpt":0.30351413551926,"score_spread":0.2549954987103762,"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."}}