{"id":"W2139470000","doi":"10.5539/jmsr.v4n2p34","title":"Effect of Various Bedding Conditions on Structural Integrity of Prestressed Concrete Cylinder Pipe","year":2015,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Civil, Mechanical and Manufacturing Innovation; Water Environment Research Foundation; U.S. Environmental Protection Agency; National Science Foundation","keywords":"Bedding; Geotechnical engineering; Environmental science; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004774409,0.0001122632,0.000376722,0.0004546727,0.00007000222,0.00007728822,0.000535754,0.00009115035,0.00003465592],"category_scores_gemma":[0.001885461,0.0000779905,0.00005424512,0.0004525697,0.000508442,0.000224722,0.00006697632,0.0004906259,0.000001661877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282399,"about_ca_system_score_gemma":0.0002064523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004614433,"about_ca_topic_score_gemma":5.654558e-7,"domain_scores_codex":[0.9977489,0.0001937968,0.0004742344,0.0001072288,0.001143553,0.00033225],"domain_scores_gemma":[0.9983999,0.0005009045,0.0001221494,0.0001994986,0.0005783537,0.0001991795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001128586,0.000003017393,0.00002978067,0.0001479301,0.00001685451,0.000008370067,0.000111867,0.06930307,0.9293641,0.0006703993,0.00008709909,0.0001446657],"study_design_scores_gemma":[0.0005335857,0.001186368,0.002035176,0.0001997393,0.00001027357,0.00005788603,0.0000579222,0.00328976,0.9911882,0.001345776,0.00001831407,0.00007700617],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985393,0.00007200543,0.0002859026,0.00003335798,0.0006318609,0.0001105726,0.00002098413,0.00001945634,0.0002865685],"genre_scores_gemma":[0.999478,0.00001387332,0.0003956803,0.000001298009,0.00009208156,0.000001900537,9.136345e-7,0.00001048874,0.000005803236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06601331,"threshold_uncertainty_score":0.318036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063872274536513,"score_gpt":0.3663080368336473,"score_spread":0.3256693140882821,"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."}}