{"id":"W4415764156","doi":"10.29173/mocs318","title":"A Rapid Literature Review of Environmental Performance of Offsite Building Construction Industry","year":2025,"lang":"","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Greenhouse gas; Construction industry; Life-cycle assessment; Foundation (evidence); Modular construction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004303957,0.0008181616,0.001485439,0.024197,0.0007238939,0.00312564,0.001082927,0.00154619,0.005091266],"category_scores_gemma":[0.01362253,0.0004999311,0.001835689,0.03002806,0.00100642,0.004086146,0.001197942,0.001495444,0.0009263803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003819941,"about_ca_system_score_gemma":0.01043842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0125448,"about_ca_topic_score_gemma":0.02713067,"domain_scores_codex":[0.9968979,0.0007760039,0.0006504016,0.0003819893,0.001139002,0.0001546861],"domain_scores_gemma":[0.9708486,0.0196029,0.002015376,0.000468596,0.006696688,0.0003677921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008826797,0.00007631529,0.003496957,0.1871069,0.0004608304,0.0004073327,0.00148694,0.0008511106,0.001309409,0.009465068,0.05212216,0.7431287],"study_design_scores_gemma":[0.000009213945,0.0001409305,0.0248239,0.2406435,0.001465238,0.0009470006,0.003569626,0.0003422983,0.0009694503,0.003167474,0.7238365,0.0000848327],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002046977,0.9905354,0.0004068024,0.001851485,0.0003407562,0.00002127859,0.0003934154,0.0000164418,0.004387447],"genre_scores_gemma":[0.009925275,0.9876122,0.0006605429,0.0007617723,0.000209174,0.0000220989,0.000352918,0.00001030343,0.0004456696],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.024197,"threshold_uncertainty_score":0.02771574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003960116945552411,"score_gpt":0.1904519762553096,"score_spread":0.1864918593097572,"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."}}