{"id":"W1980242072","doi":"10.1061/9780784413449.022","title":"Prediction of Ground Conditions Ahead of an Advancing Tunnel Face by Quantification of Vector Orientation","year":2014,"lang":"en","type":"article","venue":"","topic":"Rock Mechanics and Modeling","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Indian Institute of Technology Delhi; University of British Columbia","keywords":"Orientation (vector space); New Austrian Tunnelling method; Face (sociological concept); Displacement (psychology); Stiffness; Quantum tunnelling; Computer science; Geotechnical engineering; Structural engineering; Geology; Engineering; Geometry; Mathematics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001873196,0.0003872514,0.0002591417,0.0004033535,0.0001301453,0.0004103458,0.0002972579,0.0004514974,0.0005857127],"category_scores_gemma":[0.0004296571,0.000186857,0.0002787298,0.0002690302,0.0002616055,0.0003633964,0.000268248,0.0002611637,0.0001821023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002498907,"about_ca_system_score_gemma":0.0004350228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004334489,"about_ca_topic_score_gemma":0.004455809,"domain_scores_codex":[0.9999386,0.000009260225,0.000003317968,0.00001784101,0.00001821026,0.0000126734],"domain_scores_gemma":[0.9998206,0.00006324362,0.00004868351,0.00001798261,0.00003188118,0.00001767871],"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":[0.0001061283,0.00007038379,0.03020315,0.00004500582,0.00001073877,0.000120778,0.0000421575,0.9314119,0.02550852,0.000511959,0.0000883507,0.01188094],"study_design_scores_gemma":[0.000004240823,0.00006897884,0.008233191,0.000004255079,0.000004207868,0.00002062888,0.00002639896,0.9883469,0.003082876,0.0001344627,0.0000654492,0.00000838716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962895,0.00003763823,0.03521575,0.00002019968,0.000006815114,0.00002418731,0.0002142551,0.0001354784,0.001450744],"genre_scores_gemma":[0.9956264,0.00003359189,0.004009482,0.000001448715,9.386945e-7,0.000005861445,0.0000667773,0.000005663974,0.0002498471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004334489,"threshold_uncertainty_score":0.008618474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811496854478413,"score_gpt":0.241569884789433,"score_spread":0.2234549162446488,"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."}}