{"id":"W3195948320","doi":"10.4324/9781003095828-12","title":"Stepping Up to Meet the Challenge of a Zero Carbon Built Environment","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Climate Change Policy and Economics","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zero (linguistics); Carbon fibers; Environmental science; Computer science; Algorithm; Philosophy; Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002141104,0.0003798974,0.0004123635,0.0008837571,0.003166799,0.009860767,0.0009168608,0.003250862,0.006472339],"category_scores_gemma":[0.002958577,0.000245862,0.0002576257,0.001026584,0.01074803,0.004716659,0.002878144,0.007509206,0.003274763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007672995,"about_ca_system_score_gemma":0.01498162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03473043,"about_ca_topic_score_gemma":0.08730708,"domain_scores_codex":[0.9978892,0.0005057345,0.00002034714,0.0001596582,0.001159775,0.000265326],"domain_scores_gemma":[0.998895,0.0004927446,0.00004669677,0.00011545,0.0002916704,0.0001585264],"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":[0.00000353895,0.00001202509,0.0001421483,0.00004773534,0.000003212423,0.00002373514,0.0006454125,0.0009612757,0.0001933007,0.937607,0.03539813,0.02496238],"study_design_scores_gemma":[0.000003792851,0.00001065049,0.0004040755,0.0001531382,0.000003205753,0.00005600904,0.0007588542,0.0008848757,0.0002779581,0.3013765,0.6960575,0.00001350522],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.008191432,0.0144629,0.0315473,0.1262958,0.001706845,0.0000410182,0.00009400905,0.0001904303,0.8174702],"genre_scores_gemma":[0.3008583,0.03304901,0.02667717,0.03456128,0.001942696,0.0001295249,0.0002415978,0.0004516849,0.6020887],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03473043,"threshold_uncertainty_score":0.06905657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439979133832451,"score_gpt":0.2375307966572854,"score_spread":0.09353288327404036,"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."}}