{"id":"W7000375078","doi":"","title":"Ensuring Roadway and Utility Financial Sustainability Through Right-of-Way Capital Planning &amp; Optimization","year":2015,"lang":"en","type":"other","venue":"VTechWorks (Virginia Tech)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Revenue; Sustainability; Quality (philosophy); Capital (architecture); Capital expenditure; Selection (genetic algorithm); Financial plan","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":[0.00112885,0.0006717386,0.0003918841,0.001387319,0.0004667366,0.002966162,0.0007973113,0.0005954275,0.00870889],"category_scores_gemma":[0.003413836,0.0003408514,0.0003877168,0.001461975,0.0005240379,0.002193613,0.001408276,0.0007133424,0.001083818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002572091,"about_ca_system_score_gemma":0.004598835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01934731,"about_ca_topic_score_gemma":0.03550224,"domain_scores_codex":[0.9991913,0.0002776262,0.00003128505,0.00007514183,0.0002733256,0.0001511503],"domain_scores_gemma":[0.9993218,0.0002133373,0.00009417232,0.00008319916,0.0002289074,0.0000585137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004498915,0.00008492292,0.004264756,0.00008191466,0.0000298567,0.00009119653,0.00006292245,0.8223552,0.001037609,0.03381504,0.007518313,0.1306134],"study_design_scores_gemma":[0.00001457868,0.00006489327,0.002338028,0.00008437994,0.0000275205,0.00005935959,0.0003722708,0.9327592,0.002677221,0.03980629,0.02176936,0.00002701032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.1179869,0.0009164968,0.6877189,0.001614739,0.00007505836,0.0006077354,0.001939356,0.001218439,0.1879223],"genre_scores_gemma":[0.8591775,0.0005971585,0.1163127,0.00007018798,0.00001258893,0.0002190879,0.0007739712,0.0002625362,0.02257432],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01934731,"threshold_uncertainty_score":0.03846937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01784311489835315,"score_gpt":0.2761092301716874,"score_spread":0.2582661152733343,"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."}}