{"id":"W4393217086","doi":"10.2139/ssrn.4773741","title":"Strategic Prioritization of Sewersheds to Mitigate Combined Sewer Overflows Under Climate Change","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Prioritization; Combined sewer; Climate change; Business; Environmental resource management; Environmental planning; Environmental science; Natural resource economics; Process management; Economics; Oceanography; Geology; Ecology; Stormwater","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":[0.001602698,0.000458638,0.0004842228,0.001545223,0.001396914,0.003308755,0.0008993355,0.001259269,0.01210791],"category_scores_gemma":[0.005711829,0.0002513176,0.0004308923,0.001086032,0.0004406142,0.001811614,0.002433507,0.0009759147,0.001039522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001697928,"about_ca_system_score_gemma":0.008127726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009994095,"about_ca_topic_score_gemma":0.03342974,"domain_scores_codex":[0.9979563,0.0006462461,0.00006293111,0.0001671638,0.0004103248,0.0007571085],"domain_scores_gemma":[0.997566,0.0005707416,0.0002651999,0.0001235476,0.0006837492,0.0007907792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002291742,0.002010444,0.1069452,0.0007411672,0.0004163328,0.001635068,0.003908708,0.1262448,0.04512319,0.07317177,0.04767838,0.5898333],"study_design_scores_gemma":[0.0005017827,0.002822396,0.1756024,0.000657817,0.0006044845,0.0006055236,0.04995068,0.5163382,0.03490091,0.09790245,0.119872,0.0002414621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8499312,0.0006060838,0.05943541,0.009420854,0.0003032249,0.0008037509,0.000630672,0.00100695,0.07786178],"genre_scores_gemma":[0.9873098,0.000112682,0.008741445,0.0001322038,0.00001493729,0.00006551996,0.0001436815,0.00003113143,0.003448577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01210791,"threshold_uncertainty_score":0.04050499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255330811493045,"score_gpt":0.2498209630219267,"score_spread":0.2272676549069962,"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."}}