{"id":"W2326746564","doi":"10.1021/es500523p","title":"Influence of Residual Polymer on Nanoparticle Deposition in Porous Media","year":2014,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bureau of Economic Geology, University of Texas at Austin","keywords":"Polymer; Deposition (geology); Nanoparticle; Porous medium; Adsorption; Filtration (mathematics); Polyacrylic acid; Porosity; Materials science; Chemical engineering; Chromatography; Chemistry; Nanotechnology; Composite material; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000343999,0.0002621933,0.000200939,0.0001500261,0.0001870504,0.0005420127,0.0002693355,0.0002073233,0.0004764191],"category_scores_gemma":[0.0007297154,0.0001798707,0.0002334401,0.000124671,0.0002591543,0.0002767837,0.0002402046,0.0003219785,0.000170279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004994079,"about_ca_system_score_gemma":0.0004274861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005272771,"about_ca_topic_score_gemma":0.005050971,"domain_scores_codex":[0.9997355,0.00003523593,0.00001998424,0.00006478631,0.00006747551,0.0000769675],"domain_scores_gemma":[0.9993649,0.0003591464,0.0001157537,0.00003611501,0.00008163908,0.0000424698],"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":[0.00007868873,0.0000187297,0.0003692919,0.00007141088,0.000009873859,0.00005780449,0.00003387102,0.0006709386,0.9970365,0.00007919336,0.00001754719,0.001556217],"study_design_scores_gemma":[0.000004353382,0.0001387428,0.001140601,0.000005795811,0.00001078649,0.00003206313,0.00001872064,0.002880376,0.9952745,0.00001559877,0.0004728513,0.000005472114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945608,0.0007315307,0.003396685,0.00003202095,0.00001280514,0.00001961352,0.0001217831,0.00007789031,0.001046859],"genre_scores_gemma":[0.9955711,0.0006336325,0.002919221,0.00002398614,0.000004601678,0.00001545407,0.0001090021,0.0000248358,0.0006980922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005272771,"threshold_uncertainty_score":0.01048416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005145447320197942,"score_gpt":0.2108592087904749,"score_spread":0.2057137614702769,"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."}}