{"id":"W4386432481","doi":"10.1007/978-981-19-9822-5_53","title":"Optimizing Prefabrication of Plumbing Systems for Residential Buildings from Remote High North Communities by Considering All Three Facets of Sustainable Development","year":2023,"lang":"en","type":"book-chapter","venue":"Environmental science and engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Prefabrication; Fuzzy logic; Sustainable development; Engineering; Computer science; Civil engineering; Architectural engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001771556,0.000193274,0.0002487084,0.00018815,0.0001298764,0.00005234451,0.0001644637,0.00009862892,0.000007516267],"category_scores_gemma":[0.000007041186,0.000225731,0.0000310871,0.00005042574,0.0001923151,0.0002559581,0.0001017161,0.0001367764,0.00000106821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002571938,"about_ca_system_score_gemma":0.00002584604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004403245,"about_ca_topic_score_gemma":0.00004568464,"domain_scores_codex":[0.9989313,0.000002115177,0.0003674275,0.000177253,0.0003018839,0.0002200556],"domain_scores_gemma":[0.999602,0.00005069119,0.0001156753,0.0001537007,0.00002435842,0.00005362678],"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":[0.00002628172,0.00001443923,0.000290714,0.001725427,0.0004380472,0.000004886081,0.008724322,0.711876,0.2434725,0.01612072,0.000274622,0.0170321],"study_design_scores_gemma":[0.001697211,0.0002048342,0.005421333,0.003084871,0.0003538154,0.00002844353,0.01283012,0.7957709,0.1376888,0.00170855,0.03851415,0.002696922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080917,0.00257489,0.08640488,0.000009994666,0.0006333862,0.000804227,0.0001665147,0.0002143986,0.001099971],"genre_scores_gemma":[0.9931324,0.0005421396,0.004979881,0.000001752096,0.00003035076,0.00001936013,0.0000984557,0.00004835323,0.001147344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1057837,"threshold_uncertainty_score":0.9205041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118116030107109,"score_gpt":0.1703994482657278,"score_spread":0.1592182879646568,"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."}}