{"id":"W2242920557","doi":"","title":"ROAD MAINTENANCE WITH OPTI-GRADE (REGISTERED TRADEMARK): MAINTAINING ROAD NETWORKS TO ACHIEVE THE BEST VALUE","year":2003,"lang":"en","type":"article","venue":"Transportation Research Record Journal of the Transportation Research Board","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Pavement management; Grading (engineering); Best value; Computer science; Engineering; Business; Civil 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001155968,0.000592597,0.0004464096,0.001817539,0.001089239,0.003386455,0.001355179,0.0006757991,0.03101206],"category_scores_gemma":[0.003905304,0.0002812698,0.0002839656,0.002502786,0.0006828663,0.002785274,0.000862836,0.0004652315,0.0100548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002105678,"about_ca_system_score_gemma":0.002703358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04094402,"about_ca_topic_score_gemma":0.09844641,"domain_scores_codex":[0.9986984,0.00005452493,0.00005376783,0.0001333815,0.0009736184,0.00008622406],"domain_scores_gemma":[0.9977986,0.0001998376,0.0002553034,0.0005619485,0.001072753,0.0001115318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002619356,0.00008772497,0.006788591,0.0002638415,0.00002163938,0.00008812368,0.0002373445,0.002199605,0.007537967,0.007858639,0.09941279,0.8752418],"study_design_scores_gemma":[0.0001422653,0.0004316214,0.03342657,0.0002112301,0.0001424326,0.001062771,0.0005418748,0.03083208,0.0393419,0.009342814,0.8843731,0.0001513542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.09252366,0.004054807,0.3704888,0.003860256,0.001342593,0.000834226,0.01166106,0.05183399,0.4634006],"genre_scores_gemma":[0.4362663,0.003127785,0.2781529,0.0005954985,0.0003022013,0.0002388827,0.009189121,0.004414315,0.267713],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04094402,"threshold_uncertainty_score":0.1037457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04784944852663568,"score_gpt":0.3266707761711299,"score_spread":0.2788213276444942,"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."}}