{"id":"W2033339830","doi":"10.4028/www.scientific.net/amr.723.196","title":"Static and Dynamic Backcalculation Analyses of an Inverted Pavement Structure","year":2013,"lang":"en","type":"article","venue":"Advanced materials research","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Intestinal Research","funders":"","keywords":"Falling weight deflectometer; Deflection (physics); Structural engineering; Static analysis; Nondestructive testing; Iterative and incremental development; Engineering; Computer science; Subgrade","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":[0.0001444259,0.0001032295,0.0001761414,0.0001444443,0.00005105431,0.00005427606,0.00009226374,0.00005182321,0.0002360152],"category_scores_gemma":[0.00003364993,0.00008607876,0.00001000123,0.0001544022,0.00006202788,0.0003360328,0.0000409263,0.00009153369,0.000005777594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005511416,"about_ca_system_score_gemma":0.000009816545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116595,"about_ca_topic_score_gemma":0.00001751725,"domain_scores_codex":[0.9990522,0.0000646543,0.0002218431,0.000143952,0.0002309804,0.0002863914],"domain_scores_gemma":[0.9995094,0.00003679529,0.00002646584,0.0001988115,0.0001644913,0.00006405049],"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":[0.000007637295,0.00000340519,0.00003111353,0.000153232,0.00001793207,0.000001030387,0.0001261875,0.008064107,0.9802234,0.00006103847,0.00001942238,0.01129156],"study_design_scores_gemma":[0.0002642346,0.00006799775,0.010881,0.00005115371,0.000005095954,0.000001607974,0.0002534385,0.01367466,0.9691042,0.00555049,0.0000448355,0.0001012763],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998639,0.00006233326,0.0006906528,0.00001411894,0.0001830138,0.0003008429,0.00002479217,0.00004409925,0.00004111149],"genre_scores_gemma":[0.9940566,0.00008609718,0.005703082,0.000006751643,0.0000345745,0.00002969668,0.0000439633,0.00002284151,0.00001642921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01119028,"threshold_uncertainty_score":0.351019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03055762441866369,"score_gpt":0.3650883414301583,"score_spread":0.3345307170114946,"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."}}