{"id":"W2597284893","doi":"10.25148/etd.fidc001262","title":"A Comprehensive Decision Support Framework in the Front-End Phase of Major Transportation Projects","year":2016,"lang":"en","type":"dissertation","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Iran University of Science and Technology; Islamic Azad University; Florida International University; Florida Department of Transportation","keywords":"Dynamism; Phase (matter); Process (computing); Front (military); Process management; Decision support system; Operations research; Engineering; Management science; Computer science; Risk analysis (engineering); Business; Data mining","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":[0.006084649,0.001341513,0.0009656653,0.003079533,0.001203738,0.004387126,0.00191515,0.001581024,0.002594114],"category_scores_gemma":[0.00594038,0.0006322568,0.001440173,0.002336927,0.00096785,0.003043943,0.002304686,0.00128762,0.0003136116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003022824,"about_ca_system_score_gemma":0.006050934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008206215,"about_ca_topic_score_gemma":0.008214769,"domain_scores_codex":[0.9957996,0.0021037,0.0002945463,0.0004401872,0.0010852,0.0002767933],"domain_scores_gemma":[0.9975879,0.001341509,0.000271897,0.00009467209,0.0005421632,0.0001618714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004141666,0.00008554822,0.0007857811,0.0002057698,0.00005147686,0.0002348777,0.0003213288,0.8783441,0.0009692858,0.07796791,0.0008449106,0.04014755],"study_design_scores_gemma":[0.0000192945,0.00007318795,0.0002576096,0.000114091,0.00003027338,0.00005624062,0.0002534319,0.9520209,0.000473664,0.04338554,0.003284577,0.00003115476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01613213,0.0002756696,0.976519,0.000501141,0.00002583597,0.0002533238,0.0001961236,0.0001980475,0.005898751],"genre_scores_gemma":[0.4949649,0.0005990778,0.5015907,0.0001037953,0.0000418545,0.0007660933,0.0004482328,0.00003571835,0.001449638],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008206215,"threshold_uncertainty_score":0.03217912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08005931103573881,"score_gpt":0.4104011890121539,"score_spread":0.3303418779764151,"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."}}