{"id":"W2940064139","doi":"10.29173/mocs21","title":"Polymer-based Modular Residential Building Design and Construction äóñ A new Paradigm?","year":2016,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Natural Fiber Reinforced Composites","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Modular design; Sandwich-structured composite; Sandwich panel; Rigidity (electromagnetism); Embodied energy; Architectural engineering; Composite number; Engineering; Materials science; Computer science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002797337,0.0003241236,0.0002969152,0.0002806216,0.0001805379,0.0008589746,0.0004735053,0.0006256442,0.005258582],"category_scores_gemma":[0.00016315,0.0001721512,0.0002609021,0.0003485418,0.0006521953,0.001950848,0.0005119145,0.0006123952,0.001648134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004722911,"about_ca_system_score_gemma":0.0003997826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002940452,"about_ca_topic_score_gemma":0.001001729,"domain_scores_codex":[0.9998931,0.0000249845,0.000004305391,0.00002481957,0.00003513031,0.0000176284],"domain_scores_gemma":[0.9999551,0.000007804388,0.00001003558,0.000007696578,0.00001048403,0.000008930248],"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":[0.0000643882,0.0001102612,0.00050194,0.00255031,0.00003842738,0.000235143,0.0002901316,0.008232176,0.06370674,0.3795,0.01091895,0.5338515],"study_design_scores_gemma":[0.000009014989,0.0003070105,0.0008050516,0.0004185001,0.00003123582,0.0006364093,0.0003487107,0.003624547,0.01959766,0.0526366,0.9215587,0.00002651761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1046644,0.4096927,0.2390977,0.01853747,0.004481585,0.0001007048,0.0002047643,0.0006117908,0.2226089],"genre_scores_gemma":[0.4283854,0.3454248,0.1386391,0.003327182,0.00124726,0.0001462232,0.0001726225,0.0001773157,0.08248018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005258582,"threshold_uncertainty_score":0.01759171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096167342628379,"score_gpt":0.2162536947276378,"score_spread":0.205292021301354,"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."}}