{"id":"W4404414826","doi":"10.2139/ssrn.5021192","title":"Digital Technologies for Passive Seismic Monitoring in Cold Lake, Ab, Canada","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Seismology and Earthquake Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Passive seismic; Geology; Seismology; Remote sensing; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003040699,0.0001261337,0.0001463196,0.0001434347,0.0001804976,0.0001786725,0.0004900937,0.00006876023,4.471422e-7],"category_scores_gemma":[0.00008155676,0.0001081703,0.00005653892,0.0003171111,0.00003968691,0.0004250114,0.00009599356,0.00106223,0.000004321378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006084041,"about_ca_system_score_gemma":0.003155201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002383933,"about_ca_topic_score_gemma":0.1668786,"domain_scores_codex":[0.9979631,0.0000139706,0.0001833838,0.0002337242,0.0001420024,0.001463837],"domain_scores_gemma":[0.9995983,0.0001584068,0.000041122,0.0001340423,0.00004327706,0.000024905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002204395,0.00003564784,0.01403644,0.00003280932,0.0003843644,0.0002740985,0.0002915102,0.0007960711,0.00006180337,0.2700081,0.003203677,0.7108535],"study_design_scores_gemma":[0.001216045,0.000803059,0.002942622,0.0002759769,0.00003484957,0.001882343,0.00863921,0.01209921,0.002258735,0.7788749,0.1901041,0.0008689344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4003456,0.055267,0.4910943,0.04509068,0.005883825,0.0005724172,0.00003360143,0.0007243448,0.0009882133],"genre_scores_gemma":[0.9973454,0.001222804,0.0002139193,0.000041583,0.0001285832,0.00002083786,6.749497e-7,0.000008490842,0.00101766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7099845,"threshold_uncertainty_score":0.8483237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006687437684949334,"score_gpt":0.2177270077795696,"score_spread":0.2110395700946202,"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."}}