{"id":"W2274367807","doi":"10.14288/1.0062022","title":"An investigation of ligand-exchange as a method for the extraction and concentration of dissolved organic matter from seawater","year":2011,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Seawater; Extraction (chemistry); Dissolved organic carbon; Organic matter; Chemistry; Environmental science; Ligand (biochemistry); Environmental chemistry; Chromatography; Oceanography; Geology; Organic chemistry","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":[0.0004781281,0.0003961326,0.0002610693,0.0001882033,0.0002737444,0.000377069,0.0003608301,0.0004937182,0.0004871564],"category_scores_gemma":[0.0005660394,0.000145308,0.0001357296,0.0001518498,0.0003215579,0.0003418359,0.0001701454,0.00033653,0.0003909328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002958161,"about_ca_system_score_gemma":0.0004024035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018427,"about_ca_topic_score_gemma":0.001467814,"domain_scores_codex":[0.9996427,0.00009147072,0.00001651577,0.00007757919,0.0001383339,0.00003326765],"domain_scores_gemma":[0.9998153,0.0000734524,0.00002633894,0.00001071052,0.00005915325,0.00001514291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002559372,0.00001040313,0.0001458241,0.00008166536,0.00000302313,0.00003145998,0.00001683119,0.00004743782,0.994674,0.00006314716,0.00001974175,0.0048809],"study_design_scores_gemma":[0.000005775517,0.0001320639,0.0006973298,0.000006615982,0.000006518972,0.0002164921,0.00001654301,0.000625114,0.9955727,0.00003786714,0.00267524,0.000007721475],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.858214,0.0077288,0.129531,0.0005728176,0.0001022435,0.0003409057,0.0002007694,0.0003351618,0.002974369],"genre_scores_gemma":[0.8796325,0.004149498,0.107895,0.0002823831,0.00003402941,0.0001783425,0.0002733851,0.00006505789,0.007489667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001018427,"threshold_uncertainty_score":0.002528667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851057706977116,"score_gpt":0.2123572121196993,"score_spread":0.1938466350499282,"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."}}