{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005807136,0.0001812836,0.0002426315,0.0002554803,0.0000830628,0.0001792673,0.0006171335,0.000231248,0.000003253854],"category_scores_gemma":[0.00004821417,0.0001545289,0.00008141391,0.00007637823,0.00001872491,0.0007688869,0.000063903,0.0005264456,8.591817e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001715798,"about_ca_system_score_gemma":0.0001072153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004496193,"about_ca_topic_score_gemma":0.000003373786,"domain_scores_codex":[0.998904,0.00005020775,0.0003615997,0.0001117284,0.0002836023,0.0002888814],"domain_scores_gemma":[0.9990286,0.000189336,0.0001498935,0.00009088084,0.0003599218,0.0001813732],"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":[0.0007745501,0.00008185837,0.00005476506,0.00005015088,0.0003966974,0.00004475905,0.0006497672,0.9400194,0.0009270399,0.03893927,0.0009521854,0.01710954],"study_design_scores_gemma":[0.001310756,0.000341993,0.0001010402,0.00006512972,0.00008110254,0.0009484849,0.0002254304,0.9627442,0.0002390101,0.03175404,0.001925729,0.000263112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02546153,0.0006612576,0.9720237,0.0002818927,0.0007620274,0.0003732924,0.00003487009,0.00003733232,0.0003640526],"genre_scores_gemma":[0.9627672,0.00001839948,0.0358341,0.0001964594,0.001024418,0.00001361757,0.00003309894,0.00003720921,0.0000755344],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9373056,"threshold_uncertainty_score":0.6301507,"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."}}