{"id":"W7019867582","doi":"","title":"Integrated Asset Management of Transportation Infrastructure","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Life Cycle Costing Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asset management; Asset (computer security); Transportation infrastructure; Risk management; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001130188,0.0001015894,0.0001435249,0.0001619527,0.00004245016,0.00005016656,0.0001599033,0.00003887424,0.0004244313],"category_scores_gemma":[0.00001291504,0.00009042811,0.0000675443,0.000633791,0.000016266,0.0003115861,0.000007861726,0.00007408726,0.00003529558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001507379,"about_ca_system_score_gemma":0.000004605423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003005754,"about_ca_topic_score_gemma":0.000009388844,"domain_scores_codex":[0.999282,0.000003867588,0.0002251529,0.0001548708,0.0002045995,0.0001294781],"domain_scores_gemma":[0.9995517,0.000006698788,0.0001526026,0.0001673187,0.000114982,0.000006729178],"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":[0.0001639769,0.0003243761,0.1095688,0.0007408193,0.0004797756,0.00008584156,0.0002012424,0.002806599,0.03012147,0.1741228,0.08563533,0.595749],"study_design_scores_gemma":[0.0008711992,0.00001818959,0.8896523,0.0002044889,0.0004840803,5.209909e-7,0.0005426103,0.009532997,0.0007889779,0.05951121,0.03803652,0.0003568702],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9082571,0.00001015082,0.001943045,0.0008247175,0.0001009525,0.0001195345,0.00000664016,0.0001314085,0.0886064],"genre_scores_gemma":[0.9956877,0.000005236252,0.003335578,0.0005321113,0.0001204249,0.000002438077,0.0001537258,0.000008000556,0.0001548058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7800836,"threshold_uncertainty_score":0.4647225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009460221630015274,"score_gpt":0.2181842252647576,"score_spread":0.2087240036347423,"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."}}