{"id":"W4386647509","doi":"10.1016/j.jhazmat.2023.132548","title":"Facet-dependent adsorption of heavy metal ions on Janus clay nanosheets","year":2023,"lang":"en","type":"article","venue":"Journal of Hazardous Materials","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Adsorption; Janus; Metal; Chemical engineering; Facet (psychology); Metal ions in aqueous solution; Materials science; Density functional theory; Chemistry; Nanotechnology; Inorganic chemistry; Physical chemistry; Computational chemistry; Metallurgy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009541059,0.0001780806,0.0004150143,0.0001918151,0.00007282545,0.00004437177,0.0002648568,0.0001165478,0.005798909],"category_scores_gemma":[0.00007678816,0.0001322816,0.0001995383,0.0002679036,0.000114665,0.0002225797,0.0001074818,0.0001229275,0.001831534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323169,"about_ca_system_score_gemma":0.00002596722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002780932,"about_ca_topic_score_gemma":0.000007931944,"domain_scores_codex":[0.9977708,0.0001634145,0.0008238281,0.0001774581,0.00078754,0.0002769719],"domain_scores_gemma":[0.9988925,0.00002998294,0.0007072437,0.00019405,0.0000335105,0.0001427505],"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":[0.0002005654,0.0001266815,0.0001444407,0.000009790784,0.00003576343,0.00003763127,0.0001059156,0.000598555,0.9918151,0.000102373,0.005868852,0.0009542982],"study_design_scores_gemma":[0.0007715013,0.0006030604,0.01434676,0.00004331396,0.00004717871,0.000325969,0.00009693472,0.00002086708,0.976183,0.0004402145,0.006946733,0.0001744515],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995827,0.00001469295,0.00004638881,0.0008185036,0.001437627,0.0001541493,0.00009986963,0.00003947748,0.001562299],"genre_scores_gemma":[0.9976505,0.0001166523,0.0001611988,0.0001745514,0.0001675576,0.000002176699,0.000007976473,0.00001896892,0.001700399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01563212,"threshold_uncertainty_score":0.9989457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01952631598775143,"score_gpt":0.2550891853654169,"score_spread":0.2355628693776655,"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."}}