{"id":"W4251827458","doi":"10.1007/978-3-319-94565-1_1","title":"Introduction","year":2018,"lang":"en","type":"book-chapter","venue":"Palgrave studies in sustainable business in association with Future Earth","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Procurement; Certification; Real estate; Business; Sustainable development; Investment (military); Sustainable design; Sustainable business; Architectural engineering; Environmental planning; Industrial organization; Engineering; Marketing; Sustainability; Finance; Economics; Management; Political science; Geography; Politics","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":[0.001058722,0.0006967652,0.0009561548,0.0009521587,0.0001709301,0.000100565,0.0002183902,0.0005914376,0.0002586758],"category_scores_gemma":[0.0002884993,0.0006559482,0.00007657278,0.0008084506,0.0001327388,0.0001550867,0.0001260678,0.0008353372,0.0000416522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003746162,"about_ca_system_score_gemma":0.0002357944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000186847,"about_ca_topic_score_gemma":0.0001963088,"domain_scores_codex":[0.9969378,0.00005603974,0.000655003,0.0006327831,0.000669296,0.001049057],"domain_scores_gemma":[0.9973238,0.0001529735,0.0003419087,0.0004283277,0.001694874,0.00005810323],"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":[0.0006485012,0.0001751779,0.02542088,0.01512543,0.004209205,0.003617035,0.01671753,0.06648254,0.00002111471,0.569504,0.2843603,0.01371833],"study_design_scores_gemma":[0.001788041,0.0001274434,0.005873855,0.000806838,0.0001528943,0.00001462135,0.01846723,0.0002777043,0.00004061994,0.03254195,0.9384123,0.001496483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007832379,0.04547685,0.003611283,0.007346155,0.01917544,0.007530472,0.00007011663,0.00224182,0.9067155],"genre_scores_gemma":[0.07610744,0.01507035,0.001732882,0.0001487587,0.01503995,0.0004370335,0.0001883261,0.0004640812,0.8908111],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.654052,"threshold_uncertainty_score":0.9995892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009590198082338382,"score_gpt":0.2347626928855247,"score_spread":0.2251724948031864,"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."}}