{"id":"W584413780","doi":"","title":"IMPROVED DECISION-MAKING THROUGH EFFECTIVE ASSET MANAGEMENT","year":2003,"lang":"en","type":"article","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asset management; Pavement management; Asset (computer security); Perspective (graphical); Computer science; Risk analysis (engineering); Operations research; Business; Transport engineering; Engineering; Finance; Computer security","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":[],"consensus_categories":[],"category_scores_codex":[0.00007708376,0.0001287486,0.0001063561,0.00003772725,0.00005068736,0.00003180102,0.00007712648,0.00004558798,0.000107459],"category_scores_gemma":[0.00002370515,0.0001068999,0.00004381577,0.0001162686,0.000008592439,0.0001274325,0.00001987725,0.0001012375,0.00002767324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008491572,"about_ca_system_score_gemma":0.0000022063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001898558,"about_ca_topic_score_gemma":0.000002874729,"domain_scores_codex":[0.9993966,0.000008599144,0.0001159676,0.0001363787,0.00008622227,0.0002562428],"domain_scores_gemma":[0.9997054,0.00006332951,0.000011178,0.000179647,0.00001862525,0.0000218351],"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":[0.00004271206,0.00004047922,0.001988243,0.0003247132,0.0005945986,0.000158122,0.001000857,0.06550124,0.008476752,0.1280743,0.02016177,0.7736362],"study_design_scores_gemma":[0.005005561,0.0003178741,0.03429858,0.001426221,0.0002666355,0.0001719091,0.004082482,0.06359146,0.2225838,0.1892559,0.4753428,0.003656747],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04111895,0.00009400045,0.6454411,0.000002527054,0.001715975,0.0002992135,9.571614e-7,0.0003137962,0.3110135],"genre_scores_gemma":[0.9119084,0.00002026446,0.08776883,0.00004824865,0.00006830428,0.00003525169,3.99438e-7,0.00002318992,0.0001270417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8707895,"threshold_uncertainty_score":0.4359252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00299371564213997,"score_gpt":0.2278220896208454,"score_spread":0.2248283739787054,"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."}}