{"id":"W7128002654","doi":"10.22260/crc-csce-2025/0007","title":"Scaling Off-Site Construction: A Roadmap for Sustainable and Affordable Housing Solutions at a Regional Level","year":2025,"lang":"","type":"article","venue":"","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scaling; Sustainability; Scale (ratio); Sustainable development; Affordable housing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000427302,0.0004471658,0.0004966855,0.0005211168,0.001294999,0.0002344424,0.0001199318,0.0003129897,0.0001840649],"category_scores_gemma":[0.0001396582,0.000537059,0.0002279198,0.0007453352,0.00028301,0.000425296,0.0002355358,0.0003098297,0.000008578178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007649834,"about_ca_system_score_gemma":0.0002909469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000192319,"about_ca_topic_score_gemma":0.0001129124,"domain_scores_codex":[0.9974987,0.0000277108,0.0006571969,0.0005740781,0.0001825787,0.001059772],"domain_scores_gemma":[0.9986726,0.0003061752,0.00007633679,0.000374366,0.0003587024,0.0002118095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002746217,0.00007706789,0.001593431,0.003252736,0.0008992098,0.00001837579,0.0008761059,0.3844111,0.001744423,0.4795702,0.01425978,0.113023],"study_design_scores_gemma":[0.002504439,0.00004212912,0.0009541062,0.0004675104,0.0002915279,0.0002922025,0.003755714,0.6643525,0.0007054087,0.002977171,0.3228531,0.0008041558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08258383,0.008753032,0.8915154,0.001642138,0.001740243,0.0009939309,0.00008630658,0.0006941122,0.01199094],"genre_scores_gemma":[0.8778355,0.001468216,0.06954709,0.0001319388,0.0004000419,0.0001447234,0.00004565951,0.0000973915,0.0503295],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8219684,"threshold_uncertainty_score":0.9997081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01950517367255813,"score_gpt":0.2227208186584404,"score_spread":0.2032156449858822,"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."}}