{"id":"W1999954224","doi":"10.2495/dne-v7-n1-49-67","title":"A post-industrial paradigm for sustainable architecture via an open system model","year":2012,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Melbourne","keywords":"Architecture; Built environment; Sustainability; Architectural engineering; Computer science; Sustainable development; Sustainable design; Ecology; Engineering; Civil engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002027957,0.0006875598,0.0005700893,0.0008065565,0.002118607,0.004265728,0.001950605,0.003216555,0.004957242],"category_scores_gemma":[0.002159471,0.0003515282,0.001323909,0.0006757588,0.007272896,0.006751417,0.003470424,0.003296772,0.0007694414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003038729,"about_ca_system_score_gemma":0.003095232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002731089,"about_ca_topic_score_gemma":0.002292046,"domain_scores_codex":[0.9988371,0.0004961135,0.00004801905,0.0001790137,0.0003206481,0.000119164],"domain_scores_gemma":[0.9985589,0.0006429594,0.0001216507,0.0002931847,0.0002120523,0.0001713084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001514819,0.000005482077,0.00002860184,0.000008144832,0.000002238236,0.00001818326,0.00008440086,0.004690498,0.00006467439,0.9941564,0.000221505,0.0007184548],"study_design_scores_gemma":[0.000009908656,0.00001196704,0.00004123208,0.00001655758,0.000003925157,0.00002834416,0.00006959571,0.02952935,0.00007906491,0.9567405,0.01346192,0.000007517118],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01637518,0.001419686,0.8130482,0.01562379,0.0003969487,0.0001015213,0.0001115344,0.000161133,0.152762],"genre_scores_gemma":[0.7704912,0.00256639,0.19002,0.00134271,0.0004330191,0.000657958,0.0001462394,0.0001191365,0.0342233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004957242,"threshold_uncertainty_score":0.02204764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490405035092124,"score_gpt":0.2517708416795124,"score_spread":0.2368667913285911,"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."}}