{"id":"W2074435420","doi":"10.1016/j.jconhyd.2010.09.005","title":"Assessment of transport of two polyelectrolyte-stabilized zero-valent iron nanoparticles in porous media","year":2010,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Environmental remediation with nanomaterials","field":"Engineering","cited_by":125,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Zerovalent iron; Carboxymethyl cellulose; Polyacrylic acid; Chemical engineering; Particle size; Chemistry; Particle (ecology); Dispersity; Nanoparticle; Effluent; Chromatography; Polymer; Adsorption; Environmental engineering; Organic chemistry; Sodium","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007947937,0.0001512666,0.0006713401,0.0002327024,0.000008993186,0.000002299562,0.0001947267,0.0001206102,0.0001228195],"category_scores_gemma":[0.00005032579,0.0001314257,0.00009668192,0.00009784085,0.0001190511,0.0001257049,0.00001321169,0.0002648722,0.000001563783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007124506,"about_ca_system_score_gemma":0.0000650114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001932895,"about_ca_topic_score_gemma":0.0002171267,"domain_scores_codex":[0.9980195,0.00007902737,0.001245167,0.00009947168,0.0002983211,0.0002584692],"domain_scores_gemma":[0.9990293,0.0001883505,0.0004928668,0.0001680383,0.00003732367,0.00008416543],"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":[0.00008876494,0.000138925,0.1016876,0.00004340173,0.00003035049,0.00003990668,0.0003166419,0.003671279,0.8932744,0.0001363533,0.000003843305,0.0005685143],"study_design_scores_gemma":[0.002667901,0.0004244594,0.3465903,0.00002664431,0.00005589875,0.00008365555,0.00001856331,0.001094306,0.6487234,0.0001277558,0.0000889687,0.00009820587],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998401,0.0002080595,0.0002776193,0.00005643669,0.0007696913,0.0001451031,0.00001009519,0.000009592495,0.0001224378],"genre_scores_gemma":[0.9985706,0.0002058425,0.001115531,0.00001299866,0.00005865086,0.000005277248,0.00000286603,0.00002331023,0.000004980249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2449026,"threshold_uncertainty_score":0.5359384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005336022488093064,"score_gpt":0.2349826064540414,"score_spread":0.2296465839659483,"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."}}