{"id":"W2020196425","doi":"10.1039/c4em00614c","title":"Urban contamination sources reflected in inorganic pollution in urban lake deposits, Bergen, Norway","year":2015,"lang":"en","type":"article","venue":"Environmental Science Processes & Impacts","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Sediment; Pollution; Urban runoff; Contamination; Surface runoff; Environmental science; Environmental chemistry; Stormwater; Grain size; First flush; Hydrology (agriculture); Geology; Chemistry; Geomorphology; Ecology; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001669889,0.000413721,0.000329993,0.000322058,0.0002404784,0.0001147128,0.0008602284,0.0001619315,0.0008361228],"category_scores_gemma":[0.0005963636,0.0003998504,0.00004001425,0.002322333,0.001254194,0.00225625,0.0005886039,0.0003555974,0.001080626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003523764,"about_ca_system_score_gemma":0.0001800204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003762667,"about_ca_topic_score_gemma":0.006447527,"domain_scores_codex":[0.9952764,0.0001691037,0.0006511565,0.001030358,0.001679612,0.00119338],"domain_scores_gemma":[0.9985477,0.00005282797,0.0002514883,0.0004658839,0.000006328661,0.0006757729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004450182,0.0005700969,0.8173772,0.0000151272,0.00000342417,0.00002641799,0.006155212,0.002129981,0.1711328,0.000005812568,0.0003961988,0.002143274],"study_design_scores_gemma":[0.0009438274,0.0002585078,0.8898256,0.00004681205,0.00001070928,0.0000297812,0.0009492323,0.0003875088,0.1034351,0.00008437632,0.003544201,0.0004844163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954249,0.0004917898,0.00008377274,0.0003218427,0.000166895,0.0006457529,0.00001337486,0.00004961455,0.002802119],"genre_scores_gemma":[0.9984075,0.0001414479,0.0004821552,0.0004049971,0.00005216509,0.00006041648,0.0000233251,0.00003860874,0.0003893526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07244841,"threshold_uncertainty_score":0.9998453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01222650081117336,"score_gpt":0.2425717892253624,"score_spread":0.2303452884141891,"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."}}