{"id":"W2003252164","doi":"10.1016/j.jconhyd.2012.11.001","title":"Impact of nZVI stability on mobility in porous media","year":2012,"lang":"en","type":"article","venue":"Journal of Contaminant Hydrology","topic":"Environmental remediation with nanomaterials","field":"Engineering","cited_by":104,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Settling; Zerovalent iron; Environmental remediation; Porous medium; Colloid; Filtration (mathematics); Chemical engineering; Groundwater remediation; Particle aggregation; Chemistry; Nanoparticle; Materials science; Porosity; Environmental science; Contamination; Environmental engineering; Nanotechnology; Adsorption; 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":[0.0003099925,0.0001951876,0.0001494519,0.0001514743,0.0002220881,0.0004761844,0.0002906573,0.0002799143,0.001394326],"category_scores_gemma":[0.001150938,0.0001637774,0.0001866665,0.0001140418,0.0003429781,0.0003479326,0.0002225933,0.0002678179,0.0002123843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005415876,"about_ca_system_score_gemma":0.0004355004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007345959,"about_ca_topic_score_gemma":0.006071888,"domain_scores_codex":[0.9997789,0.00003485588,0.00001891079,0.00003779404,0.00006690698,0.00006263535],"domain_scores_gemma":[0.999445,0.0003079408,0.00007474432,0.00002510098,0.0001124345,0.00003474164],"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":[0.0008417612,0.0000303144,0.001135191,0.00003824724,0.00001621273,0.00006366281,0.00006314961,0.000559077,0.994893,0.000157824,0.00006720697,0.002134362],"study_design_scores_gemma":[0.000009192686,0.0001560821,0.002551371,0.000003013408,0.00001275946,0.00003079198,0.00003129446,0.001570952,0.9952646,0.00004491171,0.0003187912,0.000006241451],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984688,0.0001861291,0.0005094159,0.00003777819,0.000008843617,0.000004548555,0.0001225372,0.00001161746,0.0006503349],"genre_scores_gemma":[0.9989693,0.0001068945,0.0002317979,0.00000956674,0.000002150296,0.00000274702,0.0000998352,0.000007168937,0.0005705321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007345959,"threshold_uncertainty_score":0.01460636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01227489574451426,"score_gpt":0.244016909391642,"score_spread":0.2317420136471277,"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."}}