{"id":"W2935734308","doi":"10.29173/mocs14","title":"Strengthening Sustainability Rating Credit for Off-Site Construction","year":2016,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Certification; Prefabrication; Business; Production (economics); Environmental economics; Rating system; Engineering; Economics; Civil engineering; Management; Microeconomics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003264158,0.0003859606,0.0003997202,0.0002451524,0.0003631077,0.0001728821,0.0001488093,0.0002334448,0.00003542868],"category_scores_gemma":[0.000245993,0.0003341188,0.0001288115,0.0002870834,0.0003554827,0.00125805,0.00006498382,0.0002166791,0.000007799043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002718307,"about_ca_system_score_gemma":0.00004356472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006738885,"about_ca_topic_score_gemma":0.00000474788,"domain_scores_codex":[0.9980071,0.00001181286,0.0005812324,0.0005736224,0.0002495435,0.0005767146],"domain_scores_gemma":[0.9987754,0.00009120746,0.0001832054,0.0001872563,0.0005735069,0.0001894716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000105344,0.000006851868,0.05649095,0.0005818448,0.00009237506,0.000001876397,0.0003765983,0.000137403,0.09123947,0.002796359,0.0003789038,0.847792],"study_design_scores_gemma":[0.01577928,0.0009394514,0.02923796,0.002448955,0.0006464628,0.001179925,0.01138416,0.3534697,0.3622379,0.01293848,0.2042434,0.005494327],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856994,0.0005929759,0.01063611,0.0002397958,0.0008333484,0.0006738668,0.00004745159,0.000614664,0.0006623594],"genre_scores_gemma":[0.9846948,0.0004412688,0.01403217,0.00001473744,0.0004584265,0.0001152301,0.00001449795,0.00006628538,0.0001625472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8422977,"threshold_uncertainty_score":0.9999111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005288785098923352,"score_gpt":0.1953605361030391,"score_spread":0.1900717510041158,"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."}}