{"id":"W4311162637","doi":"10.18280/ts.390531","title":"Application of Signal Imaging Analysis Technology in Prediction and Treatment of Water Inrush in Diversion Tunnel","year":2022,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inrush current; Geology; Ground-penetrating radar; Radar; SIGNAL (programming language); Lithology; Geologic map; Mining engineering; Overburden; Reflection (computer programming); Remote sensing; Geotechnical engineering; Engineering; Computer science; Geomorphology; Petrology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0004369411,0.0006794844,0.0003393615,0.0009890599,0.0002462685,0.0005499052,0.0003432774,0.0005871987,0.0004900528],"category_scores_gemma":[0.0009232817,0.000228391,0.0004491775,0.0004383422,0.0002800182,0.0008069948,0.0003022155,0.0003472473,0.0001344369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406401,"about_ca_system_score_gemma":0.000575909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003028929,"about_ca_topic_score_gemma":0.001705414,"domain_scores_codex":[0.9997718,0.00004887315,0.00001675373,0.0000534984,0.000075406,0.00003360352],"domain_scores_gemma":[0.9997295,0.00008358748,0.00004600718,0.00001341584,0.0001108524,0.00001668174],"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":[0.0003626338,0.0002094942,0.03307648,0.000286946,0.00009392103,0.0008402949,0.0004629059,0.4235195,0.1398807,0.003054114,0.001461155,0.3967519],"study_design_scores_gemma":[0.000008977454,0.0001322072,0.004225362,0.000007890891,0.00002605116,0.00005980294,0.0001035926,0.9826282,0.01199242,0.000424557,0.0003729299,0.00001799251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2556021,0.0003090139,0.7413508,0.0002398513,0.00005166634,0.00007586381,0.00006416112,0.0006793637,0.001627264],"genre_scores_gemma":[0.8964162,0.0003232717,0.1023802,0.00005205041,0.00002661511,0.00004808962,0.00006528304,0.0000226047,0.0006656356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003028929,"threshold_uncertainty_score":0.006022573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006574107751799937,"score_gpt":0.2101424659972522,"score_spread":0.2035683582454523,"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."}}