{"id":"W4399397033","doi":"10.1061/aomjah.aoeng-0033","title":"Balancing Environmental and Economic Objectives for In-Stream Construction Projects: A Case Study on Sediment Management","year":2024,"lang":"en","type":"article","venue":"ASCE OPEN Multidisciplinary Journal of Civil Engineering","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; Okanagan College","funders":"","keywords":"Sediment; Business; Environmental resource management; Environmental science; Environmental planning; Natural resource economics; Geology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002947896,0.0008166996,0.0004020958,0.0009483331,0.004017634,0.002401796,0.001604537,0.001858186,0.001329024],"category_scores_gemma":[0.004073909,0.0003334482,0.0004665404,0.001714174,0.001218651,0.000863132,0.0009946912,0.001104491,0.0001366211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006714499,"about_ca_system_score_gemma":0.006565907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07890713,"about_ca_topic_score_gemma":0.2689511,"domain_scores_codex":[0.9977033,0.001070334,0.00007671323,0.0001270309,0.0005150526,0.0005076079],"domain_scores_gemma":[0.9963877,0.001766282,0.0004358783,0.0001692861,0.0006212433,0.0006195996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.001757739,0.01446441,0.350996,0.001017994,0.0003049888,0.0377962,0.02236044,0.3187104,0.02835666,0.01627536,0.006820625,0.2011393],"study_design_scores_gemma":[0.0008057142,0.01637499,0.402692,0.0004370723,0.0004249951,0.005682745,0.1272075,0.3585478,0.03410758,0.006591358,0.04675022,0.0003779902],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924206,0.00006126505,0.002718562,0.000220343,0.000005660983,0.0002395368,0.0000544133,0.00001756571,0.004261937],"genre_scores_gemma":[0.9848962,0.0002187848,0.01132533,0.00004314452,0.000009126715,0.0001217472,0.00006614095,0.00001443901,0.003305045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07890713,"threshold_uncertainty_score":0.1568957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03622949734170571,"score_gpt":0.3403739070364877,"score_spread":0.304144409694782,"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."}}