{"id":"W4384008605","doi":"10.20944/preprints202307.0763.v1","title":"Social Life-Cycle Assessment in the Construction Industry: A Review of Case Studies","year":2023,"lang":"en","type":"review","venue":"Preprints.org","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Operationalization; Originality; Value (mathematics); Qualitative property; Management science; Qualitative research; Life-cycle assessment; Engineering; Computer science; Sociology; Social science; Economics","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":[0.01201292,0.001128783,0.002286896,0.01334165,0.0009794617,0.003100593,0.001751971,0.002147283,0.002169825],"category_scores_gemma":[0.027396,0.0007717256,0.002234421,0.01918072,0.001735037,0.003146764,0.001749524,0.001323388,0.0004048918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004600121,"about_ca_system_score_gemma":0.008252933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007047313,"about_ca_topic_score_gemma":0.01385524,"domain_scores_codex":[0.9896875,0.004947507,0.0023295,0.0007085814,0.002034823,0.0002921628],"domain_scores_gemma":[0.9602302,0.03265549,0.002882391,0.0008696181,0.003146525,0.0002156586],"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":[0.0001712705,0.0002720003,0.003254307,0.3410664,0.001339298,0.001429383,0.004554646,0.001296913,0.0008845074,0.01342778,0.009057943,0.6232455],"study_design_scores_gemma":[0.00005253903,0.0004292078,0.01121335,0.4938298,0.003686212,0.003928228,0.01049121,0.0006823197,0.001946681,0.006264654,0.467311,0.0001649051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001824993,0.9951317,0.0007183749,0.0005030398,0.0001164832,0.0001071647,0.00005035987,0.000004807442,0.001543105],"genre_scores_gemma":[0.01596873,0.9811676,0.002099668,0.0002576192,0.00005235583,0.0002085674,0.00006536794,0.000005770447,0.0001743311],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01334165,"threshold_uncertainty_score":0.06353122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2561185195214667,"score_gpt":0.4632098006074977,"score_spread":0.2070912810860309,"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."}}