{"id":"W1967000343","doi":"10.1080/09613218.2011.610608","title":"Transitioning from green to regenerative design","year":2011,"lang":"en","type":"article","venue":"Building Research & Information","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":230,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sustainable design; Sustainability; Ecology; Biology","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":[0.001105997,0.0001284733,0.0001177035,0.0004933992,0.0002352689,0.0001577855,0.0002337113,0.00007539565,0.0001401443],"category_scores_gemma":[0.00009846842,0.0001323414,0.00003361586,0.000568632,0.00002769541,0.001261665,0.00004098969,0.0002736046,0.0001896834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003113121,"about_ca_system_score_gemma":0.00007332522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005302914,"about_ca_topic_score_gemma":0.000005464834,"domain_scores_codex":[0.9985704,0.0001101764,0.0002703532,0.0001180904,0.0004710031,0.0004599857],"domain_scores_gemma":[0.9992056,0.0001349783,0.00002115593,0.0002127433,0.000265208,0.0001602386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003895168,0.00009763503,0.0004181046,0.0003285381,0.0003097013,0.00005114364,0.1055632,0.3731083,0.09031602,0.03874129,0.04727176,0.3434049],"study_design_scores_gemma":[0.001338925,0.0005825026,0.005006893,0.0004529895,0.00002898887,0.000009650154,0.009212902,0.3400806,0.5983707,0.01911891,0.02474407,0.001052926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1463729,0.00006358971,0.8459394,0.0000782352,0.0001264795,0.0005508863,0.00001058323,0.0003248133,0.006533144],"genre_scores_gemma":[0.9036291,0.00001557781,0.09593569,0.00006264777,0.00009604161,0.0001546693,0.00002281141,0.00001953731,0.00006389351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7572563,"threshold_uncertainty_score":0.5396724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005078044124396,"score_gpt":0.3146056007571267,"score_spread":0.2140977963446872,"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."}}