{"id":"W4402679269","doi":"10.1007/s44290-024-00079-7","title":"Resilient roads in challenging terrain: a case study of Siddhartha highway in Nepal","year":2024,"lang":"en","type":"article","venue":"Discover Civil Engineering","topic":"Traffic and Road Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Terrain; Geology; Geography; Cartography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002205836,0.0002545149,0.0003123478,0.0005377757,0.0000158567,0.00003265454,0.0001209114,0.00008207464,0.00002152675],"category_scores_gemma":[0.00001310322,0.000254496,0.00006969667,0.0005949555,0.00001050936,0.0002457529,0.00005419684,0.0003798644,0.000006378705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001591105,"about_ca_system_score_gemma":0.0000215724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002586163,"about_ca_topic_score_gemma":0.004826963,"domain_scores_codex":[0.9986228,0.00001729945,0.0004522428,0.0002904648,0.0001883109,0.0004288785],"domain_scores_gemma":[0.9995933,0.00007048525,0.00001235044,0.0002485707,0.000006545794,0.00006874045],"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":[0.000005433024,0.0001171686,0.002643969,0.0003649048,0.00004584633,0.00400324,0.01347636,0.9773085,0.0003878564,0.0002169208,0.00003587784,0.001393939],"study_design_scores_gemma":[0.001051394,0.00009126513,0.02385356,0.000661001,0.00001931191,0.0002506258,0.007280796,0.9655907,0.0001633818,0.000006665818,0.0005678791,0.0004634621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935407,0.002031735,0.002194508,0.00001859603,0.0006537539,0.00029565,0.00000915615,0.0003915803,0.000864303],"genre_scores_gemma":[0.9996678,0.00005565515,0.0000492185,0.000002085722,0.00007720437,0.00004791695,0.000003595227,0.00007036063,0.00002618595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02120959,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007803386421852003,"score_gpt":0.214743161927677,"score_spread":0.206939775505825,"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."}}