{"id":"W2081046764","doi":"10.1021/es103302t","title":"Bactericidal Paper Impregnated with Silver Nanoparticles for Point-of-Use Water Treatment","year":2011,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":531,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Silver nanoparticle; Silver nitrate; Effluent; Chemistry; Bacteria; Nanoparticle; Leaching (pedology); Nuclear chemistry; Chemical engineering; Materials science; Nanotechnology; Environmental engineering; Environmental science; Biology","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":[0.0001612712,0.0001449756,0.0001685953,0.0001284877,0.0002340701,0.00002474926,0.0003645072,0.00006052048,0.0008259738],"category_scores_gemma":[0.000009238907,0.0000861681,0.0000354248,0.0002351952,0.00182883,0.0005860992,0.000118458,0.00002875936,0.000137672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001114875,"about_ca_system_score_gemma":0.00001980268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004776147,"about_ca_topic_score_gemma":0.000008830586,"domain_scores_codex":[0.9987035,0.00001217164,0.0002208398,0.0004275256,0.0001625141,0.0004734275],"domain_scores_gemma":[0.9993864,0.00002179554,0.00007597785,0.0004264534,0.00001151985,0.00007784546],"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":[0.00003863155,0.0003203871,0.004058622,0.000001408044,0.000004131404,0.000001439329,0.0002687101,0.000003763284,0.9918894,0.0009781217,0.000002980827,0.002432435],"study_design_scores_gemma":[0.0003370551,0.0006164575,0.00702097,0.00000654638,0.00002236085,0.00001200578,0.0002831093,0.00001821952,0.9900202,0.0004875176,0.001040121,0.0001354231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989847,0.00002140411,0.0001446165,0.0002145861,0.00003340569,0.0004193725,0.00002806108,0.00008319654,0.00007065832],"genre_scores_gemma":[0.9928221,0.000009931884,0.006772666,0.00004299109,0.000005838516,0.0002494605,0.000002251736,0.0000130656,0.00008165561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00662805,"threshold_uncertainty_score":0.9043833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522624389325616,"score_gpt":0.2059168953024994,"score_spread":0.1906906514092432,"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."}}