{"id":"W838274664","doi":"10.17226/13869","title":"Value Engineering Applications in Transportation","year":2005,"lang":"en","type":"book","venue":"Transportation Research Board eBooks","topic":"Value Engineering and Management","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Value engineering; Engineering; Computer science; Operations management","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007116317,0.0004239107,0.0004170804,0.00172452,0.0001462315,0.0001856294,0.0004529281,0.0003131301,0.0001354721],"category_scores_gemma":[0.00001363591,0.0004848021,0.0001917671,0.0003451836,0.00006883458,0.0003471488,0.00001020656,0.001021367,0.0003023506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002827692,"about_ca_system_score_gemma":0.0001310101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009758187,"about_ca_topic_score_gemma":0.002962804,"domain_scores_codex":[0.9969569,0.00001108666,0.0006941585,0.0006352848,0.001041995,0.0006605448],"domain_scores_gemma":[0.9990398,0.00009139528,0.0001537166,0.000438798,0.0002324382,0.00004390927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006313821,0.0001239678,0.0006183286,0.003242692,0.0001413937,0.0000906979,0.0005950573,0.07432574,0.0001275477,0.8887085,0.02203924,0.009923727],"study_design_scores_gemma":[0.0005917028,0.00001186317,0.01633009,0.000360735,0.0000878263,5.137493e-8,0.00007923537,0.002479768,0.00001597332,0.00418751,0.975316,0.0005391935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01248503,0.0006547819,0.0148327,0.0007512827,0.0007183488,0.006963604,0.0001640982,0.001694176,0.961736],"genre_scores_gemma":[0.1620494,0.0001204381,0.002220486,0.0004398231,0.005032734,0.002952565,0.005032071,0.0006205573,0.8215319],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9532768,"threshold_uncertainty_score":0.9997604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02876623675866148,"score_gpt":0.270566804965323,"score_spread":0.2418005682066615,"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."}}