{"id":"W4415945054","doi":"10.1007/978-3-032-00182-5_30","title":"Sustainable Foundations: Enhancing Project Viability Through Sustainability Readiness","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Sustainability; Sustainability organizations; Corporate governance; Social sustainability; Key (lock); Measure (data warehouse); Product-service system","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005423691,0.0005849079,0.0008882523,0.00110756,0.0007942307,0.0009623034,0.00132357,0.0004115566,0.008553767],"category_scores_gemma":[0.005609155,0.0004662142,0.0004424264,0.0009838106,0.0004973115,0.001705502,0.001108299,0.0005774459,0.0003256453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009586,"about_ca_system_score_gemma":0.002626636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013778,"about_ca_topic_score_gemma":0.0008550379,"domain_scores_codex":[0.9940469,0.0001464064,0.001833624,0.001656094,0.001663686,0.000653329],"domain_scores_gemma":[0.9908963,0.001681027,0.0006900944,0.002357416,0.004310084,0.00006508578],"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":[0.00005283077,0.0000250198,0.0004302293,0.0003716121,0.00005377356,0.000009349489,0.0003205697,0.000008850742,3.760942e-7,0.9026997,0.04879123,0.04723646],"study_design_scores_gemma":[0.0001302082,0.00002804391,0.00003942305,0.00003083947,0.00003742493,0.000002394655,0.001924659,0.000113834,0.00001481326,0.4473118,0.5500795,0.0002870775],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001319085,0.0001051761,0.02365607,0.001404362,0.000874184,0.00274276,0.00001947659,0.0002708922,0.9707952],"genre_scores_gemma":[0.005405775,0.00008605971,0.001377943,0.0002720564,0.0001955818,0.000130282,0.0000461499,0.00002673626,0.9924594],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5012883,"threshold_uncertainty_score":0.999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06967658612317042,"score_gpt":0.389075899094025,"score_spread":0.3193993129708546,"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."}}