{"id":"W4385689612","doi":"10.32920/23915433","title":"Trends and legacy of freshwater salinization: untangling over 50 years of stream chloride monitoring","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"STREAMS; Environmental science; Streamflow; Urbanization; Salting; Hydrology (agriculture); Precipitation; Geography; Drainage basin; Ecology; Chemistry; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001543752,0.0001325356,0.000240367,0.000115848,0.00002119416,0.00003516447,0.0001404952,0.0001401961,0.00103642],"category_scores_gemma":[0.00002303969,0.0001356575,0.00005482725,0.0001437544,0.0001350937,0.0001584449,0.0007254275,0.00009259261,0.0000216308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006231589,"about_ca_system_score_gemma":0.000008049185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004502456,"about_ca_topic_score_gemma":0.0004669164,"domain_scores_codex":[0.998922,0.00002057744,0.0003658566,0.000304237,0.0002600129,0.0001273097],"domain_scores_gemma":[0.9994279,0.00003295986,0.0002101271,0.000281127,0.000009154294,0.00003869181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002603719,0.00001575393,0.9744678,0.00006792076,0.00003681828,0.0000026148,0.0003056942,0.003347655,0.01761495,0.00003687367,0.000114975,0.003962952],"study_design_scores_gemma":[0.0002026837,0.00002201206,0.865676,0.0001101939,0.0000409206,0.000002595112,0.0001183632,0.0002763203,0.1324735,0.000551733,0.000353539,0.0001721632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976144,0.00001149633,0.00007000473,0.00002239291,0.001669808,0.00007630495,0.00004772557,0.00005799997,0.000429869],"genre_scores_gemma":[0.9968315,0.00005357295,0.002569273,0.000002114619,0.0001773343,0.000006746409,0.00003215221,0.00002583344,0.0003014942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1148585,"threshold_uncertainty_score":0.9998768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024753013524086,"score_gpt":0.2553037519808816,"score_spread":0.2350562218456407,"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."}}