{"id":"W4387457207","doi":"10.3390/su151914569","title":"Social Life-Cycle Assessment in the Construction Industry: A Review of Characteristics, Limitations, and Challenges of S-LCA through Case Studies","year":2023,"lang":"en","type":"review","venue":"Sustainability","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Operationalization; Scope (computer science); Life-cycle assessment; Social impact assessment; Unit (ring theory); Systematic review; Management science; Risk analysis (engineering); Process management; Engineering; Business; Computer science; Psychology; Environmental planning; Political science; MEDLINE; Economics; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0243736,0.001173166,0.002460336,0.01303227,0.0007998652,0.004004253,0.0016335,0.001816689,0.00110549],"category_scores_gemma":[0.04314961,0.0008239877,0.002005253,0.01826143,0.001711052,0.003833465,0.001718222,0.001169859,0.0002565281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003906814,"about_ca_system_score_gemma":0.009489697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008078283,"about_ca_topic_score_gemma":0.02078514,"domain_scores_codex":[0.9825426,0.009266337,0.003699527,0.0008889861,0.003313443,0.0002891143],"domain_scores_gemma":[0.9276992,0.060297,0.004680168,0.001092871,0.005999629,0.000231102],"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":[0.0001066534,0.0001208348,0.002982738,0.3515387,0.001174223,0.0008695436,0.004660977,0.001114455,0.001156013,0.009392761,0.00362599,0.623257],"study_design_scores_gemma":[0.00003876661,0.0005452395,0.01049647,0.5186083,0.004298101,0.002347908,0.008976205,0.0008837122,0.002296043,0.005482635,0.4458657,0.0001609575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002232455,0.9944438,0.001088316,0.000539297,0.00009555895,0.0001092582,0.00004848685,0.000004876098,0.001437972],"genre_scores_gemma":[0.01663579,0.9796048,0.003071087,0.0002548523,0.00005708047,0.0001828977,0.00004940967,0.000005901448,0.000138203],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0243736,"threshold_uncertainty_score":0.1289015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1507667829885337,"score_gpt":0.4114562785427878,"score_spread":0.2606894955542541,"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."}}