{"id":"W4400906019","doi":"10.1051/e3sconf/202455201054","title":"Detailed analysis of Sustainable Infrastructure Design and Benefits for urban Cities","year":2024,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Environmental planning; Urban infrastructure; Urban design; Business; Environmental economics; Computer science; Urban planning; Environmental science; Civil engineering; Engineering; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006112541,0.0003777382,0.0002297086,0.001709446,0.0005804634,0.001754595,0.0003402962,0.0005429984,0.005144343],"category_scores_gemma":[0.002084369,0.0003455812,0.0005303773,0.002228005,0.0006789354,0.002046832,0.001152363,0.0004997069,0.0004552812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003181614,"about_ca_system_score_gemma":0.001435565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005850421,"about_ca_topic_score_gemma":0.0120176,"domain_scores_codex":[0.9994366,0.0001723165,0.00001713639,0.00003899007,0.0002106618,0.0001243286],"domain_scores_gemma":[0.9994406,0.0002094656,0.00007175217,0.00006598946,0.0001742098,0.00003802612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006062627,0.00005412655,0.02044365,0.0004203768,0.0001183753,0.0002731651,0.0006268195,0.3723218,0.003313736,0.5352868,0.00473011,0.06235034],"study_design_scores_gemma":[0.00001553133,0.0002027439,0.08294046,0.0003820788,0.0002114806,0.00045266,0.006764384,0.3012748,0.00659997,0.4647075,0.1363612,0.00008714776],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6463059,0.003313462,0.1171175,0.003710042,0.00008590303,0.0001962097,0.002726435,0.0002779229,0.2262667],"genre_scores_gemma":[0.9854615,0.001169379,0.007698913,0.00004950482,0.00001193816,0.00005761415,0.0003892054,0.00004211405,0.005119766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005850421,"threshold_uncertainty_score":0.0230844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072729781497986,"score_gpt":0.2264563746911669,"score_spread":0.2157290768761871,"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."}}