{"id":"W4233748489","doi":"10.32920/ryerson.14653428","title":"Prefabricated Housing and LEED","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Prefabrication; Architectural engineering; Housing industry; Affordable housing; Business; Engineering; Civil engineering; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00127341,0.000190781,0.0001357482,0.0007815646,0.003005246,0.002979375,0.0006965986,0.0005281297,0.01801085],"category_scores_gemma":[0.004883533,0.00009030898,0.0002769288,0.001584306,0.002689579,0.001159462,0.002729915,0.0007661241,0.0005027656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008693025,"about_ca_system_score_gemma":0.00714832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3154798,"about_ca_topic_score_gemma":0.6223808,"domain_scores_codex":[0.9982681,0.0002911803,0.00005561414,0.0001022561,0.0008739438,0.0004088305],"domain_scores_gemma":[0.9972248,0.0003750162,0.000504548,0.0001450884,0.001367995,0.0003825276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003652862,0.0003352197,0.4442302,0.001195131,0.00009172317,0.002328939,0.08395934,0.001653051,0.003535394,0.1386571,0.02102264,0.3026261],"study_design_scores_gemma":[0.0000106882,0.0001682417,0.6996258,0.0005982253,0.000030378,0.0004273014,0.1405738,0.0005738608,0.001327891,0.005430332,0.1511647,0.00006866809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7612684,0.00154848,0.002531778,0.003924564,0.0001400472,0.0001489277,0.0005267567,0.0000406703,0.2298704],"genre_scores_gemma":[0.9804764,0.0004062465,0.001332767,0.0001792757,0.0000113704,0.00001451255,0.0001376944,0.000009208854,0.01743253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3154798,"threshold_uncertainty_score":0.6272871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01526686511156313,"score_gpt":0.2361149427294413,"score_spread":0.2208480776178782,"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."}}