{"id":"W575002620","doi":"","title":"Performance Valuation Model for Urban Pavements","year":2009,"lang":"en","type":"article","venue":"Transportation Research Board 88th Annual MeetingTransportation Research Board","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Valuation (finance); Computer science; Work (physics); Asset (computer security); Operations research; Actuarial science; Environmental economics; Transport engineering; Business; Economics; Engineering; Finance","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"],"consensus_categories":[],"category_scores_codex":[0.004040066,0.0004302426,0.0004353856,0.001080241,0.0009188814,0.0001585127,0.0005993812,0.000321735,0.00004938733],"category_scores_gemma":[0.0001548853,0.0004505161,0.0002050767,0.001355015,0.0002455004,0.001051733,0.000005001707,0.001267115,0.00004638878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003486585,"about_ca_system_score_gemma":0.0002828741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001941525,"about_ca_topic_score_gemma":0.0005396452,"domain_scores_codex":[0.9930444,0.0001906962,0.001035475,0.0007756891,0.002981372,0.001972334],"domain_scores_gemma":[0.9953879,0.0003321425,0.00009412115,0.0005081144,0.003200736,0.0004769573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001929698,0.0003737764,0.05047164,0.001865178,0.0002439052,0.00005005404,0.03381246,0.763461,0.04165509,0.01228133,0.0382254,0.05563045],"study_design_scores_gemma":[0.003575605,0.001398895,0.4202029,0.0005442752,0.00007239728,4.274281e-7,0.003771993,0.5301464,0.02008479,0.008076804,0.01099618,0.001129321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610008,0.0001504923,0.03258922,0.0004598205,0.0003841895,0.002555458,0.0003244278,0.0005659892,0.001969618],"genre_scores_gemma":[0.9888963,0.0003931793,0.007843707,0.00007509886,0.0004562846,0.0006943658,0.0005973756,0.0001072248,0.0009365046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3697313,"threshold_uncertainty_score":0.9997947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05975548777406916,"score_gpt":0.3562807378521798,"score_spread":0.2965252500781106,"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."}}