{"id":"W2052874518","doi":"10.2495/sc080621","title":"Green living envelopes for food and energy production in cities","year":2008,"lang":"en","type":"article","venue":"WIT transactions on ecology and the environment","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Photovoltaic system; Downtown; Energy consumption; Environmental science; Production (economics); Energy conservation; Solar energy; Architectural engineering; Environmental engineering; Engineering; Geography","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":[0.000157567,0.00008129745,0.00009366857,0.00003096804,0.0003096619,0.000003311844,0.00003702064,0.00005299653,0.0001780736],"category_scores_gemma":[0.000005831098,0.00006189304,0.00001952286,0.00003186326,0.000494681,0.00008571792,0.000006486038,0.00006865184,0.000008240143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006441175,"about_ca_system_score_gemma":0.000003007074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001065049,"about_ca_topic_score_gemma":0.001352913,"domain_scores_codex":[0.9994348,0.00006567933,0.0001108323,0.0002024801,0.00005847018,0.0001276998],"domain_scores_gemma":[0.9997095,0.0001529289,0.00002422238,0.0000877717,6.965874e-7,0.00002483775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00160165,0.002227569,0.527735,0.0001028005,0.0004717984,0.00001577916,0.04934382,0.06103276,0.005607206,0.006573188,0.000908353,0.3443801],"study_design_scores_gemma":[0.001873228,0.0006761148,0.9793029,0.00001653949,0.0000576352,0.00009179499,0.0004867208,0.001326217,0.003224673,0.005205161,0.007468894,0.0002700778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904139,0.0000859701,0.007293609,0.001533846,0.0000781803,0.0002376137,0.000005896251,0.00001130913,0.0003396443],"genre_scores_gemma":[0.9960678,0.0006369504,0.0002625932,0.0001642976,0.00001444259,0.0002456924,0.000001311666,0.000006562009,0.002600306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4515679,"threshold_uncertainty_score":0.2523925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009193961216910145,"score_gpt":0.165521957853366,"score_spread":0.1563279966364558,"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."}}