{"id":"W3211113213","doi":"10.21203/rs.3.rs-974746/v1","title":"Modeling The Formation of Trihalomethanes In Rural And Semi Urban Drinking Water Distribution Networks of Costa Rica","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Dankook University; Instituto Tecnológico de Costa Rica; Universidad de Costa Rica; Consejo Nacional de Rectores; Universidad Nacional de Costa Rica; Université Laval","keywords":"Distribution (mathematics); Environmental science; Water resource management; Geography; Environmental engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0008639066,0.0006557254,0.0002932163,0.0008200969,0.0003672433,0.0009557978,0.0007979657,0.0006822658,0.0008408197],"category_scores_gemma":[0.001900547,0.0003503165,0.0007206097,0.0008595921,0.0003595707,0.0005972343,0.0005869472,0.0003231517,0.0001469644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003308796,"about_ca_system_score_gemma":0.0014272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2844449,"about_ca_topic_score_gemma":0.1598812,"domain_scores_codex":[0.9997345,0.0001145148,0.00001247908,0.00007388244,0.0000206831,0.00004388567],"domain_scores_gemma":[0.9992556,0.0004256495,0.0001041937,0.00004344293,0.0001385809,0.00003249857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005565523,0.0001149467,0.0902477,0.00004688723,0.00009272356,0.000138916,0.0001611215,0.9021184,0.0008238463,0.0006149164,0.0003983155,0.005186507],"study_design_scores_gemma":[0.000005458939,0.00001365963,0.01498403,0.000004622605,0.00001281892,0.000007490523,0.0001201262,0.9843082,0.000164677,0.0001347927,0.0002392497,0.00000491226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962624,0.0000866467,0.002015284,0.0001964768,0.000002669965,0.00002261125,0.0005415207,0.00005835949,0.0008140841],"genre_scores_gemma":[0.9973662,0.00008292612,0.001179487,0.00002038899,0.000002187011,0.00002608786,0.0005609542,0.00001049243,0.0007513086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2844449,"threshold_uncertainty_score":0.5655785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03073789849126713,"score_gpt":0.3041392567877351,"score_spread":0.273401358296468,"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."}}