{"id":"W1622042756","doi":"","title":"Transportation Asset Management in Australia, Canada, England, and New Zealand","year":2005,"lang":"en","type":"article","venue":"","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asset management; Asset (computer security); Business; IT asset management; Finance; Computer security; Computer science","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":[0.00001958099,0.00005923857,0.00005249895,0.0000293164,0.000006817082,0.000008486601,0.00002418583,0.00002044391,0.00004302567],"category_scores_gemma":[3.592292e-7,0.00005485797,0.000005106882,0.00003791725,0.000002119329,0.00005670207,0.000001203628,0.000051488,0.000001383644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005706052,"about_ca_system_score_gemma":0.000007259689,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2043576,"about_ca_topic_score_gemma":0.9029414,"domain_scores_codex":[0.9996719,0.0000013373,0.00008520863,0.00005947885,0.00005365183,0.0001284002],"domain_scores_gemma":[0.9999081,0.000003316721,0.000004500857,0.0000409291,0.000003016073,0.00004005909],"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":[0.00003222886,0.00001203349,0.2620047,0.000177065,0.0001260392,0.0001905316,0.003536158,0.2078913,0.001289369,0.001749141,0.1251162,0.3978752],"study_design_scores_gemma":[0.0008023735,0.000005466415,0.6976742,0.00001861006,0.000008662976,0.00000259795,0.00007838652,0.0009835961,0.00168709,0.0001520126,0.298435,0.000152008],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978771,0.00002299947,0.0003717026,0.00009026739,0.0001567217,0.00005902747,0.000003125022,0.00002874951,0.001390279],"genre_scores_gemma":[0.9935329,0.00002926924,0.002019544,0.00002722051,0.0001133786,0.000002505266,0.000008292009,0.000005889244,0.004260995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6985838,"threshold_uncertainty_score":0.8009407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007528310884452847,"score_gpt":0.2075916329732428,"score_spread":0.2000633220887899,"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."}}