{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007183132,0.0001782404,0.0002059812,0.00007542748,0.00002776965,0.0002146666,0.00008278412,0.0001527538,0.0000686236],"category_scores_gemma":[0.000008642795,0.0001823039,0.00003812527,0.00007737624,0.00001317676,0.00003970806,0.0002478675,0.0002967559,0.000001771754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014872,"about_ca_system_score_gemma":0.00005774667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004693241,"about_ca_topic_score_gemma":0.00000294916,"domain_scores_codex":[0.9993346,0.00001593038,0.0001381432,0.0002281531,0.00009190866,0.0001912415],"domain_scores_gemma":[0.9996337,0.00002197603,0.00001689113,0.0002281985,0.00003984683,0.00005934352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001906304,0.0002069542,0.003895727,0.009642154,0.001918445,0.0008775336,0.002829483,0.7271156,0.0508118,0.004835522,0.02331808,0.1745297],"study_design_scores_gemma":[0.001034431,0.00003907094,0.007524251,0.0009983787,0.0002912362,0.00003855829,0.003247788,0.926282,0.04207592,0.00550666,0.01049077,0.002470967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7285498,0.004676345,0.2427039,0.0001139408,0.0007756984,0.0003866178,0.000002830808,0.001691249,0.0210996],"genre_scores_gemma":[0.9906325,0.0003295343,0.008370557,0.00003104504,0.00005930774,0.000021471,0.00002045813,0.00004230987,0.0004927707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2620828,"threshold_uncertainty_score":0.7434139,"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."}}