{"id":"W2148301427","doi":"10.71781/2737","title":"Design thinking and the precautionary principle : development of a theoretical model complementing preventive judgment for design for sustainability enriched through a study of architectural competitions adopting LEED","year":2011,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002637502,0.0003298619,0.0006529795,0.0000960486,0.0004439781,0.00008055436,0.0004827634,0.0001007917,0.00002999927],"category_scores_gemma":[0.0001736881,0.000264978,0.0001029586,0.0001228938,0.0001142605,0.0001153069,0.0001650476,0.0001837907,9.886436e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117738,"about_ca_system_score_gemma":0.0005818083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000190416,"about_ca_topic_score_gemma":0.00003494602,"domain_scores_codex":[0.9978049,0.0002692867,0.0008988198,0.0003997086,0.0002656694,0.0003616315],"domain_scores_gemma":[0.9976847,0.001175155,0.000394964,0.0002568094,0.0004502338,0.00003810777],"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":[0.006055364,0.001879411,0.00005777979,0.004128071,0.002384064,0.000002143614,0.420067,0.4308185,0.001419741,0.1022526,0.00001828324,0.03091708],"study_design_scores_gemma":[0.008846588,0.0008662707,0.0002921386,0.0007989692,0.001085851,0.000002648741,0.1387272,0.6387164,0.0142036,0.1956031,0.0000744207,0.0007827576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2287121,0.00009124736,0.7576213,0.000008405683,0.00004973069,0.01320558,0.00002445249,0.000007807417,0.0002793694],"genre_scores_gemma":[0.5784585,0.000001940775,0.4192516,0.000001206922,0.000008153363,0.002010803,0.0001230508,0.00003095925,0.000113799],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3497464,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06819134822680784,"score_gpt":0.3441085655859912,"score_spread":0.2759172173591833,"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."}}