{"id":"W643844595","doi":"","title":"10 years of concrete pavement maintenance innovation to extend service life","year":2011,"lang":"en","type":"article","venue":"24th World Road CongressWorld Road Association (PIARC)","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pavement management; Engineering; Revenue; Bridge maintenance; Transport engineering; Driver rehabilitation; Toll; Expansion joint; Forensic engineering; Civil engineering; Business; Rehabilitation","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001446247,0.0003569008,0.0004992025,0.0007838231,0.0001137196,0.00005656147,0.0004346021,0.0001368343,0.003835318],"category_scores_gemma":[0.0003431729,0.0004200914,0.00009328345,0.002767337,0.00002869986,0.0005945644,0.0001285616,0.0003089892,0.001139457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007253169,"about_ca_system_score_gemma":0.00012761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001725148,"about_ca_topic_score_gemma":0.0004506782,"domain_scores_codex":[0.9965687,0.0001152787,0.001219241,0.0004243942,0.00100484,0.000667561],"domain_scores_gemma":[0.997519,0.00008575829,0.000692637,0.0005297465,0.0009975567,0.0001752797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001053864,0.0004753335,0.1747819,0.001585542,0.003806447,0.00003751546,0.02201682,0.05064716,0.03704916,0.02127861,0.2753937,0.4118739],"study_design_scores_gemma":[0.004055749,0.0002709461,0.7364452,0.0006734691,0.0002555821,0.000001143338,0.0004339908,0.09118496,0.02127468,0.0003605748,0.1434117,0.001632002],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372647,0.0003731262,0.001649659,0.001339738,0.002632855,0.002256713,0.000142976,0.0008973723,0.05344288],"genre_scores_gemma":[0.9776996,0.00004953683,0.001526887,0.001132362,0.0002673079,0.0002135486,0.0001378464,0.0000864526,0.01888648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5616634,"threshold_uncertainty_score":0.9998251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02517225085655483,"score_gpt":0.2430833728031452,"score_spread":0.2179111219465903,"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."}}