{"id":"W4224135275","doi":"10.3390/w14071156","title":"Integrating Sponge City Requirements into the Management of Urban Development Land: An Improved Methodology for Sponge City Implementation","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Science Foundation of Ministry of Education of China; Natural Science Foundation of Tianjin City; National Natural Science Foundation of China","keywords":"Low-impact development; Urban planning; Computer science; Executable; Land use; Environmental science; Environmental resource management; Environmental planning; Civil engineering; Stormwater management; Water resource management; Stormwater; Engineering","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":[0.001428008,0.0009156744,0.0006800661,0.00218732,0.0004994881,0.001429814,0.00116078,0.0004906368,0.00407614],"category_scores_gemma":[0.003007118,0.0005908779,0.001073826,0.002082925,0.0005808538,0.001726154,0.001457312,0.0006474806,0.0006296539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009263658,"about_ca_system_score_gemma":0.002603919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00816774,"about_ca_topic_score_gemma":0.01099271,"domain_scores_codex":[0.9985111,0.0004415898,0.0001550714,0.0002204932,0.0005716889,0.0000999763],"domain_scores_gemma":[0.9986643,0.0004415317,0.0001683829,0.0001895768,0.0004791522,0.00005716858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001327098,0.0002170983,0.01352355,0.0005644879,0.00007897642,0.0005083784,0.001222382,0.3629961,0.0271158,0.05544969,0.004475155,0.5337157],"study_design_scores_gemma":[0.00002811078,0.000126381,0.003182285,0.0000407681,0.00004188621,0.0002003179,0.0003710455,0.9559804,0.01367956,0.008359506,0.01792219,0.00006762707],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009362477,0.00002425752,0.9858687,0.00005354428,0.00001176002,0.0002199221,0.00009214982,0.000794857,0.003572246],"genre_scores_gemma":[0.1563367,0.00009540878,0.8400027,0.00002917481,0.00001007413,0.0005035759,0.0003098455,0.0002381891,0.00247429],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00816774,"threshold_uncertainty_score":0.01624042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08497847885602759,"score_gpt":0.3271440088598287,"score_spread":0.2421655300038011,"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."}}