{"id":"W2062925694","doi":"10.1115/ipc2012-90510","title":"An Approach to Sinkhole Prevention on Post Pipeline Construction at Trenchless Road Crossings","year":2012,"lang":"en","type":"article","venue":"","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sinkhole; Trenchless technology; Ground-penetrating radar; Pipeline (software); Geotechnical engineering; Mining engineering; Geology; Pipeline transport; Forensic engineering; Radar; Civil engineering; Engineering; Karst; Environmental engineering; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009639551,0.00009748321,0.00009412346,0.00003706897,0.00009575736,0.00003595535,0.00006359024,0.00004900743,0.00005052444],"category_scores_gemma":[0.000007158722,0.00008690208,0.00003707061,0.0001479658,0.00002199862,0.0001452847,0.00001323758,0.00006779382,0.0001701776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004123152,"about_ca_system_score_gemma":0.000002826962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000238855,"about_ca_topic_score_gemma":0.000002266103,"domain_scores_codex":[0.9994557,0.00002028383,0.0001226051,0.0001301783,0.00008308321,0.0001881033],"domain_scores_gemma":[0.9995968,0.00001213504,0.00001520589,0.0002036426,0.00002617577,0.0001460934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001740415,0.0006736828,0.0004426987,0.00003787936,0.00001338276,5.628697e-8,0.0006079973,0.005068947,0.381034,0.02239053,0.001034447,0.5886789],"study_design_scores_gemma":[0.001853038,0.0005482473,0.4665968,0.00009461481,0.0001452545,0.00005054478,0.001697391,0.1678532,0.2966128,0.00481371,0.05756344,0.002170944],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7924,0.000009351532,0.1735282,0.00004897673,0.0001148851,0.0001592388,0.000007938475,0.0002124731,0.03351891],"genre_scores_gemma":[0.9043667,6.839639e-7,0.09417135,0.00005836626,0.0002031455,0.00004573804,0.00003831229,0.00001502022,0.001100674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.586508,"threshold_uncertainty_score":0.3543764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043042656764442,"score_gpt":0.2888402111588115,"score_spread":0.2684097845911671,"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."}}