{"id":"W4387775752","doi":"10.3390/su152015049","title":"Potential Integration of Bridge Information Modeling and Life Cycle Assessment/Life Cycle Costing Tools for Infrastructure Projects within Construction 4.0: A Review","year":2023,"lang":"en","type":"review","venue":"Sustainability","topic":"BIM and Construction Integration","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Government of Canada; University of Ottawa","funders":"National Research Council Canada","keywords":"Building information modeling; Bridge (graph theory); Life-cycle assessment; Engineering; Asset (computer security); Sustainability; Construction engineering; Key (lock); Systems engineering; Component (thermodynamics); Computer science; Risk analysis (engineering); Business; Operations management; Production (economics)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003589009,0.001038732,0.001712951,0.01026782,0.0003903965,0.002115232,0.001225884,0.001502937,0.002660632],"category_scores_gemma":[0.006630586,0.0007022949,0.001579603,0.01135448,0.0004941546,0.002507012,0.0008489815,0.001005992,0.0006926763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418999,"about_ca_system_score_gemma":0.006152811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005259729,"about_ca_topic_score_gemma":0.009411149,"domain_scores_codex":[0.9983095,0.0005293429,0.0003416335,0.0001777189,0.0005742896,0.00006744515],"domain_scores_gemma":[0.9928827,0.005056486,0.0006165068,0.0001350324,0.001216939,0.000092219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003425702,0.00008297291,0.0005888311,0.158663,0.0004156845,0.0001460876,0.0003602959,0.0009200128,0.0009241642,0.00842366,0.006427874,0.8230132],"study_design_scores_gemma":[0.00001751474,0.0001928133,0.003858876,0.1356373,0.00240325,0.0008005658,0.0006402819,0.0009264753,0.001634137,0.003566754,0.8502388,0.00008335073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003118036,0.9974897,0.0004830605,0.0002102294,0.00006936755,0.00002138378,0.00003823161,0.000006830874,0.001369407],"genre_scores_gemma":[0.002979116,0.9953728,0.00120459,0.0001141384,0.00004316029,0.00002957398,0.00005539338,0.00000366165,0.0001975904],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01026782,"threshold_uncertainty_score":0.01898068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698110830212361,"score_gpt":0.3138850636027474,"score_spread":0.2869039553006237,"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."}}