{"id":"W2138602914","doi":"10.1039/c5en00109a","title":"Interaction between palladium-doped zerovalent iron nanoparticles and biofilm in granular porous media: characterization, transport and viability","year":2015,"lang":"en","type":"article","venue":"Environmental Science Nano","topic":"Environmental remediation with nanomaterials","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"Fonds Québécois de la Recherche sur la Nature et les Technologies; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; McGill University","keywords":"Zerovalent iron; Biofilm; Characterization (materials science); Porous medium; Palladium; Porosity; Nanoparticle; Materials science; Chemical engineering; Doping; Nanotechnology; Chemistry; Catalysis; Bacteria; Adsorption; Composite material; Geology; Physical chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001701425,0.0001600857,0.0001814911,0.0001490973,0.0001717382,0.0004459148,0.0002355828,0.0002520644,0.0003194758],"category_scores_gemma":[0.0002587,0.0001610343,0.000141708,0.00009965986,0.0002501298,0.0001927243,0.0002481388,0.0002390524,0.00008789941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003708337,"about_ca_system_score_gemma":0.0002229812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003616919,"about_ca_topic_score_gemma":0.00342898,"domain_scores_codex":[0.9998323,0.00002323135,0.00001128892,0.00004544749,0.00004971094,0.000038042],"domain_scores_gemma":[0.9998682,0.00005505085,0.00002419097,0.0000103476,0.00002486344,0.00001726276],"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":[0.0001153347,0.0000232289,0.0008475659,0.00002300074,0.000005418646,0.0000241596,0.00003194988,0.0001270273,0.9978653,0.00004970521,0.0000133999,0.0008739319],"study_design_scores_gemma":[0.00001068116,0.0002014709,0.005826641,0.000004141897,0.00001094645,0.00005387746,0.00009652833,0.002377867,0.9910728,0.00004355796,0.0002948504,0.000006693489],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992243,0.00006615248,0.000439541,0.000009131466,0.000002302103,0.000003435572,0.00003894318,0.000004427723,0.0002118357],"genre_scores_gemma":[0.9990361,0.00006131681,0.0004147692,0.000005082903,8.085216e-7,0.000003633318,0.00006443903,0.000002371175,0.0004114667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003616919,"threshold_uncertainty_score":0.007191777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097239339512027,"score_gpt":0.2052983170541323,"score_spread":0.194325923659012,"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."}}