{"id":"W2337446088","doi":"","title":"Estimating Base Layers and Subgrade Modulii for ME Pavement Design in Manitoba","year":2015,"lang":"en","type":"article","venue":"TAC 2015: Getting You There Safely - 2015 Conference and Exhibition of the Transportation Association of Canada // ATC: Destination sécurité routière - 2015 Congrès et Exposition de l'Association des transports du Canada","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subgrade; Falling weight deflectometer; Pavement engineering; Deflection (physics); Driver rehabilitation; Geotechnical engineering; Structural engineering; Computer science; Engineering; Asphalt; Rehabilitation; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005453998,0.0005971913,0.0002125954,0.001892648,0.0006618485,0.0006954786,0.0006784461,0.0003182343,0.00109886],"category_scores_gemma":[0.0008268972,0.0004839438,0.000330698,0.001213614,0.0003332696,0.0003911115,0.0005415004,0.0002700393,0.0002822111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004238613,"about_ca_system_score_gemma":0.002507133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4630086,"about_ca_topic_score_gemma":0.8150646,"domain_scores_codex":[0.9997686,0.00002998233,0.00001033304,0.00006132626,0.00009217679,0.00003765532],"domain_scores_gemma":[0.9996332,0.00004578103,0.00004742746,0.00002937562,0.0002150338,0.0000292334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003221816,0.0002100873,0.6620477,0.0001891883,0.0001282199,0.0005079347,0.001577595,0.1033388,0.08511692,0.001196848,0.0006904158,0.144674],"study_design_scores_gemma":[0.00002243102,0.000333673,0.8649181,0.00006497915,0.0001492163,0.0001120552,0.001734155,0.09707018,0.03087794,0.0004046961,0.004259121,0.00005343561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887095,0.0001046381,0.007796505,0.00002942824,0.000002405662,0.0000940248,0.0004056695,0.0001058355,0.002752036],"genre_scores_gemma":[0.9812616,0.000181364,0.01517107,0.00001658564,0.000001377542,0.00005778835,0.0005966589,0.00002785668,0.00268576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5369914,"threshold_uncertainty_score":0.9206271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01971199825129869,"score_gpt":0.232619933299979,"score_spread":0.2129079350486803,"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."}}