{"id":"W4400014247","doi":"10.1061/jitse4.iseng-2251","title":"Selection and Evaluation of Integrated Solutions in a Combined Sewer Network","year":2024,"lang":"en","type":"article","venue":"Journal of Infrastructure Systems","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut National de la Recherche Scientifique","funders":"","keywords":"Selection (genetic algorithm); Sanitary sewer; Operations research; Engineering; Computer science; Civil engineering; Environmental engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001910368,0.001117939,0.0008933081,0.002061577,0.0003595979,0.00140355,0.0008230453,0.0009153089,0.002116267],"category_scores_gemma":[0.003915884,0.0003726894,0.0006048523,0.0008202259,0.0004595122,0.0008633141,0.001110409,0.0003764237,0.0001103409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291798,"about_ca_system_score_gemma":0.001637743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004312671,"about_ca_topic_score_gemma":0.005791597,"domain_scores_codex":[0.9990273,0.0003321793,0.00004460602,0.0001519585,0.0002974136,0.0001465903],"domain_scores_gemma":[0.9988025,0.000533567,0.0002104386,0.00005791263,0.0003248061,0.00007075521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001072237,0.0001721484,0.003138299,0.00008892987,0.00009757157,0.00005986125,0.00003700586,0.9505401,0.003239754,0.001875749,0.0001627661,0.04048059],"study_design_scores_gemma":[0.00003662508,0.0004821375,0.001356043,0.0000186166,0.00006256824,0.00001263163,0.00008905257,0.9937955,0.002735172,0.0009728177,0.0004296374,0.000009224319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.565146,0.0002881847,0.4242043,0.0001386565,0.00002693743,0.0008610205,0.0002495281,0.0003348757,0.008750418],"genre_scores_gemma":[0.906449,0.000106161,0.09212016,0.0000186524,0.00000548581,0.0003209194,0.0001258115,0.00001921068,0.0008345213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004312671,"threshold_uncertainty_score":0.01010317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282684834975211,"score_gpt":0.2385956114776973,"score_spread":0.2257687631279452,"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."}}