{"id":"W2765315693","doi":"10.1061/9780784481196.008","title":"Engineers Are Telling the TBL-CBA Value Story: Financial + Social + Environmental Returns from Sustainable Infrastructure","year":2017,"lang":"en","type":"article","venue":"","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Triple bottom line; Procurement; Sustainability; Return on investment; Work (physics); Stakeholder; Business; Investment (military); Net present value; Environmental economics; Business case; Finance; Engineering; Marketing; Process management; Economics; Production (economics); Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003281078,0.0003825381,0.0002596082,0.00003691328,0.003329329,0.0002656042,0.001114497,0.0002262191,0.004917653],"category_scores_gemma":[0.0001232828,0.0002954971,0.0001406865,0.00007874295,0.0006588,0.0007110602,0.001078768,0.0005193786,0.0004958133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011294,"about_ca_system_score_gemma":0.00003335135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001504065,"about_ca_topic_score_gemma":0.00008294005,"domain_scores_codex":[0.9976754,0.0000713909,0.0002401898,0.0005488154,0.0005750029,0.0008891732],"domain_scores_gemma":[0.9988496,0.00005715851,0.000259849,0.0006706035,0.000002884782,0.0001599512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002553754,0.0003465881,0.666058,0.00005166342,0.0002096861,0.0004897901,0.02499397,0.01050135,0.006505154,0.00573551,0.2582055,0.02664739],"study_design_scores_gemma":[0.0005171797,0.00002239875,0.8487816,0.000004933619,0.00003234877,0.000003620843,0.01252479,0.0004895941,0.0009796589,0.00365645,0.1325195,0.0004678959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807906,0.00004734579,0.0001742098,0.002859648,0.0002670575,0.0004130353,0.00003121027,0.00006745328,0.01534949],"genre_scores_gemma":[0.9829235,0.00004355614,0.000463151,0.0009492427,0.0004660328,0.00003619768,0.00003585234,0.00004422227,0.01503821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1827237,"threshold_uncertainty_score":0.9999497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004994636455473537,"score_gpt":0.1914164879296663,"score_spread":0.1864218514741928,"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."}}