{"id":"W3196895788","doi":"10.3390/infrastructures6090120","title":"Numerical Evaluation for Roads Considering the Addition of Geogrids in Karst Geohazards Zones","year":2021,"lang":"en","type":"article","venue":"Infrastructures","topic":"Geotechnical Engineering and Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Geogrid; Geotechnical engineering; Subsoil; Subgrade; Geology; Karst; Terrain; Finite element method; Environmental science; Engineering; Structural engineering; Reinforcement; Soil water; Soil science","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":[0.000178727,0.00009771935,0.0001709381,0.00006663139,0.00002795205,0.00001731128,0.0000768701,0.00007296952,0.0001712814],"category_scores_gemma":[0.0002921608,0.00007878523,0.00008538991,0.0002535317,0.00002594114,0.00004296665,0.00001495307,0.0001266748,0.000001017857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003418253,"about_ca_system_score_gemma":0.00002704895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002567477,"about_ca_topic_score_gemma":0.00001571147,"domain_scores_codex":[0.9993125,0.00002295284,0.0002316128,0.0001095325,0.0001780034,0.0001453674],"domain_scores_gemma":[0.9995621,0.000129831,0.00002556675,0.0001701778,0.00008914424,0.00002318841],"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":[0.000002142823,0.000004112488,0.0002788276,0.00004132013,0.00003016159,9.954983e-7,0.00005958122,0.9810789,0.004271193,0.000199036,0.0004255927,0.01360812],"study_design_scores_gemma":[0.0003058454,0.00001407287,0.04381115,0.00004438694,0.00005488527,0.000009843967,0.00007525953,0.9329964,0.0156008,0.005557084,0.001400457,0.0001298459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8199595,0.001740851,0.1762923,0.000244346,0.0005479625,0.000323269,0.00008679301,0.000226863,0.0005780639],"genre_scores_gemma":[0.9970211,0.00002059266,0.00274541,0.0000201822,0.00007662045,0.00004858764,0.00004906889,0.00001385926,0.000004556485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1770616,"threshold_uncertainty_score":0.3212768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008132711737788827,"score_gpt":0.229537566727729,"score_spread":0.2214048549899401,"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."}}