{"id":"W6945132925","doi":"10.24928/2025/0290","title":"House Retrofits: Impacts of Sustainability Measures on Health","year":2025,"lang":"en","type":"article","venue":"Annual Conference of the International Group for Lean Construction","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Retrofitting; Sustainability; Economic shortage; Stock (firearms); Citizen journalism; Empirical research; Public health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002974839,0.0004349842,0.0002472072,0.0009352967,0.0003513643,0.001910942,0.0005459503,0.000926387,0.007103952],"category_scores_gemma":[0.006623527,0.0001442691,0.0009437303,0.001189316,0.0008817401,0.001045885,0.002078987,0.0006370249,0.0004739747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002768715,"about_ca_system_score_gemma":0.00185926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02075674,"about_ca_topic_score_gemma":0.03236772,"domain_scores_codex":[0.9968636,0.001880502,0.0001033706,0.0001674803,0.0005739508,0.0004110582],"domain_scores_gemma":[0.9955996,0.001940726,0.00106636,0.0001588615,0.0007361383,0.0004982728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00186536,0.0006342239,0.381269,0.002878499,0.001032511,0.0005519622,0.001935902,0.01225456,0.001736857,0.01435582,0.01680251,0.5646829],"study_design_scores_gemma":[0.0001027543,0.003099663,0.9268151,0.002014617,0.0004543109,0.0004986484,0.007814541,0.003573771,0.002376956,0.01108154,0.04208971,0.00007844007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8250025,0.05179684,0.004194167,0.04505404,0.0006863539,0.0001874522,0.006524532,0.0001787983,0.0663752],"genre_scores_gemma":[0.9899237,0.006204358,0.0007191593,0.0008037804,0.00008969588,0.00003000407,0.0004205897,0.0000101661,0.001798722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02075674,"threshold_uncertainty_score":0.04127187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02980115736950779,"score_gpt":0.2645464616725154,"score_spread":0.2347453043030076,"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."}}