{"id":"W4362650248","doi":"10.1007/978-3-031-25488-8_2","title":"A Need for Sustainable Urban Environments","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Business; Environmental planning; Environmental science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001337086,0.000359096,0.0003151722,0.0002282234,0.0000738622,0.00006960289,0.0001862868,0.0002761876,0.0003400859],"category_scores_gemma":[0.00001106504,0.0003746583,0.0001647663,0.00002928941,0.00002292429,0.00007696634,0.0000656083,0.0001853983,0.0002470404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004192963,"about_ca_system_score_gemma":0.00004496525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005236623,"about_ca_topic_score_gemma":6.108659e-7,"domain_scores_codex":[0.998754,0.000002457496,0.0002389619,0.000275881,0.0001934048,0.0005353516],"domain_scores_gemma":[0.9994401,0.00008254832,0.00003497727,0.0003155253,0.00002638889,0.0001005071],"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":[0.000007833823,0.00000633627,0.000002043912,0.0005215007,0.0002147881,0.00009860381,0.00003464222,0.002076231,0.00006825682,0.668979,0.3267103,0.001280419],"study_design_scores_gemma":[0.0003246466,0.00005139187,0.00000267816,0.00004470265,0.00006403347,0.000001184363,0.0002420147,0.002921863,0.0001258091,0.04393294,0.9518342,0.000454525],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007439021,0.0002957682,0.02715288,0.00004279611,0.0002890103,0.001153657,0.00001581952,0.0009505498,0.9700921],"genre_scores_gemma":[0.001012736,0.0001514586,0.0006048489,0.00004463594,0.0002317976,0.0001737984,0.00008271147,0.0002859251,0.9974121],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6251239,"threshold_uncertainty_score":0.9998705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348924076672678,"score_gpt":0.2120716736454524,"score_spread":0.1985824328787256,"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."}}