{"id":"W2555629863","doi":"10.29173/mocs15","title":"Implementing Sustainable Construction Principles and Practices by Key Stakeholders","year":2016,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Champion; Sustainable development; Context (archaeology); Promotion (chess); Order (exchange); Government (linguistics); Questionnaire; Construction industry; Resource (disambiguation); Process management; Environmental resource management; Environmental economics; Marketing; Engineering; Political science; Computer science; Economics; Construction engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0005169455,0.000320317,0.0002801958,0.0002441896,0.0004679991,0.0004138056,0.0001029785,0.0001421474,0.00005570917],"category_scores_gemma":[0.000119372,0.00027819,0.00004725924,0.0002548211,0.0002648621,0.00147008,0.0001125935,0.0001738517,0.000002526451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798701,"about_ca_system_score_gemma":0.00004281943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000444773,"about_ca_topic_score_gemma":0.0000047607,"domain_scores_codex":[0.9980921,0.00001681409,0.0003893277,0.0004974965,0.000261494,0.0007427243],"domain_scores_gemma":[0.9991043,0.00005762433,0.0002748463,0.0001157146,0.0002598367,0.0001877063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001752067,0.00007081516,0.3059848,0.002312897,0.0005600266,0.00003877492,0.001153908,0.00008161459,0.1893938,0.1212036,0.008301836,0.3707227],"study_design_scores_gemma":[0.004080338,0.0002621569,0.005868132,0.0003910191,0.0003108208,0.0004471859,0.06119855,0.00737576,0.07022782,0.00534689,0.8427632,0.001728057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814788,0.001023158,0.0135102,0.0004257217,0.0002156354,0.0004575263,0.00001579491,0.0004278928,0.002445346],"genre_scores_gemma":[0.9893113,0.001015364,0.008289739,0.00003034351,0.0001370335,0.00005297937,0.000008547372,0.00005319275,0.00110152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8344615,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0202592418572657,"score_gpt":0.2355505245847861,"score_spread":0.2152912827275204,"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."}}