{"id":"W1675799945","doi":"","title":"Maintenance costs of public roads: Do empirical data confirm the superiority of concrete over asphalt?","year":2014,"lang":"en","type":"article","venue":"Munich Personal RePEc Archive (Munich University)","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Federal Highway Administration","keywords":"Scope (computer science); Inflation (cosmology); Product (mathematics); Transport engineering; Asphalt concrete; Asphalt; Service (business); Road construction; Engineering; Business; Economics; Computer science; Marketing","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":[0.0009538825,0.0001965863,0.0002851586,0.002106778,0.0001589944,0.001013724,0.0005836489,0.0003815086,0.002764715],"category_scores_gemma":[0.01457459,0.0001695009,0.0003447107,0.002853997,0.0006655479,0.001638184,0.0004312449,0.0006005095,0.0005602858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009593999,"about_ca_system_score_gemma":0.0005307913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01372203,"about_ca_topic_score_gemma":0.0173193,"domain_scores_codex":[0.9992025,0.00008815079,0.00007200486,0.0001815813,0.0003610286,0.00009458327],"domain_scores_gemma":[0.9751289,0.01003511,0.01083715,0.00131253,0.002443856,0.0002425541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003831633,0.0001465202,0.9285775,0.0006101598,0.0003538555,0.0005183087,0.001479164,0.006238557,0.0005984661,0.005316085,0.002838198,0.05293983],"study_design_scores_gemma":[0.000009208134,0.00011661,0.9881512,0.0001206257,0.0001022571,0.0003139631,0.001675228,0.001844042,0.0005272831,0.001362306,0.005761602,0.00001582941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904032,0.002486988,0.0005616529,0.0004121833,0.00001027039,0.00001080911,0.001444527,0.000009729354,0.004660596],"genre_scores_gemma":[0.997981,0.0009344096,0.00009852841,0.00001747917,0.00001332341,0.000003111499,0.0006378212,0.000003934226,0.0003105286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01372203,"threshold_uncertainty_score":0.02728432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04635392078675483,"score_gpt":0.2641588301706913,"score_spread":0.2178049093839364,"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."}}