{"id":"W2240822781","doi":"","title":"Education for sustainable construction","year":2011,"lang":"en","type":"article","venue":"RepositóriUM (Universidade do Minho)","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"Environmental planning; Business; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00009771647,0.0001445334,0.0001320112,0.0002488568,0.0001595655,0.00006450607,0.0001303918,0.00009674116,0.00009664293],"category_scores_gemma":[0.00001377398,0.0001738771,0.00008065487,0.0002732202,0.00003708003,0.0004146184,0.00002416975,0.00008437791,0.000009703127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003638575,"about_ca_system_score_gemma":0.0001561922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007077448,"about_ca_topic_score_gemma":8.491826e-7,"domain_scores_codex":[0.9992056,0.00001493195,0.0001335925,0.0002032398,0.00009565533,0.0003470094],"domain_scores_gemma":[0.9994028,0.0000217665,0.00004515158,0.0002288446,0.0002053309,0.00009613445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000190582,0.0003490892,0.001554127,0.001504264,0.0003700605,0.0002322381,0.006116604,0.001147066,0.02416452,0.8592255,0.04532213,0.05982378],"study_design_scores_gemma":[0.004627567,0.0009232288,0.008116257,0.0003626915,0.0009031052,0.0009334415,0.3068237,0.02120892,0.2001285,0.0644347,0.3881903,0.003347601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4478608,0.001000694,0.1441831,0.000112648,0.001319733,0.00157665,0.000005114292,0.001049045,0.4028922],"genre_scores_gemma":[0.9737732,0.00001960627,0.01637463,0.0000209859,0.00009669339,0.00004650077,0.00001294389,0.00003678078,0.009618593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7947909,"threshold_uncertainty_score":0.7090504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00948547921117331,"score_gpt":0.2065013788197779,"score_spread":0.1970158996086046,"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."}}