{"id":"W2095784191","doi":"10.1139/l09-024","title":"Development of a sustainability assessment model for underground infrastructure projects","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Triple bottom line; Process (computing); Sustainable development; Life-cycle assessment; Environmental impact assessment; Environmental planning; Environmental resource management; Social sustainability; Business; Environmental economics; Engineering; Risk analysis (engineering); Process management; Computer science; Environmental science; Economics; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003853998,0.0002321135,0.0003852982,0.0003901923,0.0000801891,0.00005012381,0.0002507806,0.0001330691,0.00002492431],"category_scores_gemma":[0.0001604737,0.0002301163,0.0001370427,0.0002418052,0.00003007038,0.000311974,0.000006667351,0.0003166501,5.326238e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847683,"about_ca_system_score_gemma":0.00373855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001974899,"about_ca_topic_score_gemma":0.006123601,"domain_scores_codex":[0.9985189,0.000008989045,0.0006732622,0.0001254023,0.0001862861,0.0004871123],"domain_scores_gemma":[0.9987495,0.0000466397,0.0001099411,0.0001974433,0.0005039289,0.0003925294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007645127,0.000008943519,0.0003706537,0.0004385005,0.00007305088,0.00000829171,0.001985792,0.9883218,0.0007838281,0.003154284,0.0007870219,0.004060183],"study_design_scores_gemma":[0.000963385,0.0001923564,0.02276909,0.0001248047,0.00006307269,0.00006735836,0.001320783,0.9229076,0.0006675439,0.0395391,0.01081739,0.0005675128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1862929,0.0002073283,0.8117344,0.0001036669,0.0002827423,0.0003589487,0.000008689035,0.00003428228,0.0009770377],"genre_scores_gemma":[0.9601138,0.000002878709,0.03972825,0.0000227261,0.00007854323,0.000006881384,0.000003569353,0.00002625843,0.00001708538],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7738209,"threshold_uncertainty_score":0.9383872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007841372429028722,"score_gpt":0.2208051632084908,"score_spread":0.212963790779462,"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."}}