{"id":"W2884730508","doi":"10.15273/ijge.2018.02.005","title":"Analysis of Abnormal Use of Cement Paste in Perfusion during Tunnel Construction using TBM","year":2018,"lang":"en","type":"article","venue":"International Journal of Georesources and Environment","topic":"Tunneling and Rock Mechanics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Slurry; Cement; Geotechnical engineering; Excavation; Quantum tunnelling; Geology; Mining engineering; Materials science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001259858,0.00006943056,0.000168787,0.000365381,0.00002086018,0.000009706932,0.00007497647,0.00003376747,0.0000624263],"category_scores_gemma":[0.000006610046,0.00006130399,0.00007199014,0.00006884294,0.00004225719,0.00008828581,0.0000488974,0.00006835763,2.687213e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006560748,"about_ca_system_score_gemma":0.000003238388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004726314,"about_ca_topic_score_gemma":0.000006877403,"domain_scores_codex":[0.9991767,0.00001446929,0.0004095212,0.00006000069,0.0002640377,0.0000752425],"domain_scores_gemma":[0.9996715,0.00001879274,0.0001874159,0.00005174219,0.00003744397,0.00003315642],"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":[0.00009574905,0.00004538803,0.0651949,0.00001337783,0.0003922622,0.000008442515,0.001294516,0.8543115,0.07160477,0.00002104175,0.000001208665,0.007016829],"study_design_scores_gemma":[0.00117276,0.0001799676,0.2220998,0.0002787581,0.0003988386,0.0001151643,0.001251937,0.729669,0.04394659,0.00005706463,0.0006460953,0.0001839678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941224,0.0001422708,0.005494869,0.00001573999,0.0001816194,0.0000196378,0.000008776386,0.00000228822,0.00001232367],"genre_scores_gemma":[0.9977029,0.0006013848,0.001594478,0.000003347863,0.00008453413,2.034866e-7,0.000001613977,0.000005909552,0.000005655763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1569049,"threshold_uncertainty_score":0.2499904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079000602472171,"score_gpt":0.197798735265049,"score_spread":0.1870087292403273,"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."}}