{"id":"W36623049","doi":"","title":"Field performance of a concrete pipe culvert installed using standard installations","year":2005,"lang":"en","type":"article","venue":"New York monthly review of medical and surgical science and Buffalo medical journal","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Culvert; Truck; Engineering; Civil engineering; Geotechnical engineering; Structural engineering; Forensic engineering; Automotive engineering","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":[0.002125014,0.0001556722,0.0005350095,0.00008746101,0.0001311122,0.00003137416,0.0003647596,0.0001968849,0.0005255317],"category_scores_gemma":[0.001096053,0.0001014364,0.00008498855,0.0004256379,0.0005527554,0.0001823164,0.00009247126,0.0006680831,3.356166e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000358696,"about_ca_system_score_gemma":0.0004538033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003797354,"about_ca_topic_score_gemma":0.00000563299,"domain_scores_codex":[0.9962955,0.00003155853,0.0007035618,0.0001630639,0.002493931,0.000312446],"domain_scores_gemma":[0.9984223,0.0002007157,0.00008448153,0.0001157109,0.0001133145,0.001063498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007620377,0.00002114586,0.0003024214,0.002630147,0.00005641643,0.00008359695,0.0001099914,0.001006047,0.0002720003,0.001522599,0.002578316,0.9913411],"study_design_scores_gemma":[0.002744725,0.0007966926,0.0007189873,0.02024999,0.0001066463,0.002192243,0.00005564681,0.6207998,0.0004888739,0.0002691278,0.3510585,0.0005186819],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.840226,0.146132,0.003410536,0.006443314,0.0003169726,0.0001703021,0.000005306316,0.00005962801,0.003235954],"genre_scores_gemma":[0.8897721,0.1084328,0.001109989,0.0004375192,0.0002318103,9.29607e-7,7.649265e-7,0.000006466953,0.000007593308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9908224,"threshold_uncertainty_score":0.5754203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179520329507481,"score_gpt":0.2517388853057449,"score_spread":0.2399436820106701,"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."}}