{"id":"W7132992453","doi":"","title":"Exploring the Value of Infrastructure Systems and its Impacts on Decision-Making for Sustainability","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; University of Toronto","keywords":"Sustainability; Context (archaeology); Value (mathematics); Critical infrastructure; Position (finance); Value capture; Sustainable Value; Conceptual framework","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003653625,0.0006550698,0.0005975649,0.001028169,0.001881705,0.00911791,0.001234219,0.002433887,0.00730151],"category_scores_gemma":[0.0109398,0.0004300604,0.0009511621,0.001815525,0.006703638,0.007979955,0.00459841,0.003324832,0.0003798065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006421296,"about_ca_system_score_gemma":0.003738942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005706248,"about_ca_topic_score_gemma":0.007023562,"domain_scores_codex":[0.9970392,0.001967825,0.00006760201,0.0001935932,0.0003726943,0.0003590338],"domain_scores_gemma":[0.9900717,0.008229421,0.00054426,0.0003298869,0.0004699813,0.0003548628],"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":[0.00002006681,0.00003593572,0.001645717,0.0001405822,0.00003479244,0.0001117905,0.0006905292,0.0698747,0.0002600919,0.9163967,0.0008337812,0.009955315],"study_design_scores_gemma":[0.000007061687,0.00004094901,0.001231194,0.0002899015,0.00002362581,0.00005340952,0.001891587,0.06054189,0.0003127145,0.922591,0.01298755,0.00002905853],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2677489,0.009690814,0.2545099,0.0449483,0.000448897,0.0002042992,0.0004691065,0.0000998476,0.42188],"genre_scores_gemma":[0.9766708,0.003874569,0.01545303,0.0002749331,0.0000687803,0.00008218589,0.00005144254,0.00003302196,0.00349108],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00911791,"threshold_uncertainty_score":0.04658997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097265441146873,"score_gpt":0.3043767004060787,"score_spread":0.2834040459946099,"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."}}