{"id":"W2603403389","doi":"","title":"Traffic Light Protocol for Induced Seismicity: What is the Best Strategy?","year":2015,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Geophysics and Sensor Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Induced seismicity; Protocol (science); Geology; Computer science; Computer security; Seismology; Medicine","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":[0.0002612428,0.0002260115,0.0002051189,0.0000559699,0.00009988959,0.0002076883,0.0003029907,0.0002099722,7.201266e-7],"category_scores_gemma":[0.00006048556,0.0001759859,0.00007685922,0.000139057,0.00002673628,0.000217223,0.00002688507,0.0003273212,0.0001055952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004120282,"about_ca_system_score_gemma":0.00003698955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003264502,"about_ca_topic_score_gemma":0.0002264438,"domain_scores_codex":[0.9988301,0.00001521501,0.0003154925,0.0002339351,0.0001782925,0.0004269942],"domain_scores_gemma":[0.999261,0.00009281967,0.00008463013,0.0003436989,0.000113417,0.0001044716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001133694,0.0005516315,0.0004291213,0.0008272643,0.0003559209,0.00007453279,0.00591254,0.7219904,0.03828464,0.0006633507,0.03072124,0.200076],"study_design_scores_gemma":[0.008273599,0.001973435,0.001850678,0.001700917,0.0002150202,0.0001088488,0.01970595,0.207387,0.2913134,0.009913355,0.4544101,0.003147664],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679878,0.00003393398,0.000009960578,0.001349627,0.0002332474,0.02518559,0.000003502398,0.0004251894,0.004771157],"genre_scores_gemma":[0.9747729,0.000003632662,0.000201911,0.0002062319,0.00018531,0.02447224,0.000003544219,0.00005387979,0.0001003965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5146034,"threshold_uncertainty_score":0.7176498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105712004300096,"score_gpt":0.2681748694036151,"score_spread":0.2271177493606142,"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."}}