{"id":"W7152935953","doi":"","title":"Water Infrastructure Renewal Policies to Enable Equitable and Sustainable Prosperity","year":2025,"lang":"en","type":"article","venue":"TSpace","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prosperity; Urban infrastructure; Government (linguistics); Sustainability; Urban sustainability; Democracy; Critical infrastructure; Urban planning","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":[0.002426958,0.0002786891,0.0002893349,0.001124331,0.002736515,0.007237453,0.00107717,0.002269269,0.0132229],"category_scores_gemma":[0.009783308,0.0002422372,0.0003594607,0.001958438,0.003757618,0.004332078,0.004011671,0.00321286,0.001135925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02343963,"about_ca_system_score_gemma":0.09478568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.473698,"about_ca_topic_score_gemma":0.6725773,"domain_scores_codex":[0.9967637,0.0004835445,0.00005580107,0.0001687962,0.001304168,0.001223941],"domain_scores_gemma":[0.9977337,0.0003135554,0.0001511779,0.0001917614,0.001098217,0.0005116028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008046943,0.0000298677,0.001329411,0.00008764643,0.000008677427,0.00003431115,0.000622572,0.003870616,0.0002862418,0.8860834,0.06993356,0.03770569],"study_design_scores_gemma":[0.0000190486,0.00002453558,0.005224512,0.0005248653,0.00001605902,0.00005179965,0.001752116,0.004374868,0.0005475683,0.2116893,0.7757466,0.00002861107],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01777933,0.005170708,0.01878566,0.1601126,0.0007629312,0.0002271651,0.0008456871,0.0004773805,0.7958385],"genre_scores_gemma":[0.7587293,0.01551105,0.01363786,0.02240665,0.000598262,0.0002541547,0.0007767586,0.000252951,0.1878331],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.473698,"threshold_uncertainty_score":0.9418815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007313390151791922,"score_gpt":0.3121859308225897,"score_spread":0.3048725406707978,"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."}}