{"id":"W4391645718","doi":"10.1002/ieam.4891","title":"In vitro bioaccessibility round robin testing for arsenic and lead in standard reference materials and soil samples","year":2024,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Campbell Scientific (Canada); Ministry of Environment; Health Canada; Royal Roads University","funders":"Health Canada","keywords":"Arsenic; Round robin test; Soil test; Reproducibility; Environmental chemistry; Soil water; Relative standard deviation; NIST; Environmental science; Inorganic arsenic; Chemistry; Mathematics; Chromatography; Soil science; Detection limit; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00105105,0.000363897,0.0003665879,0.0001432248,0.0001037761,0.000226788,0.0001479032,0.0001037994,0.0002815403],"category_scores_gemma":[0.00001203119,0.0003191971,0.00002545468,0.0001798408,0.0004008223,0.0005381313,0.0005833992,0.000212912,0.00001464326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124044,"about_ca_system_score_gemma":0.000009237771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007873138,"about_ca_topic_score_gemma":0.0003545624,"domain_scores_codex":[0.9975647,0.0001316816,0.0005508653,0.0009793765,0.0003088915,0.0004645063],"domain_scores_gemma":[0.9994313,0.0001584735,0.00006285385,0.0002415312,0.000001051588,0.0001047876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002421274,0.0003556814,0.07139269,0.0004541707,0.00008055703,0.0001231067,0.0003915676,0.0003139576,0.7654557,0.0006377799,0.0001658656,0.1603868],"study_design_scores_gemma":[0.0028833,0.0007493973,0.8732131,0.0005659504,0.0001792667,0.00003939848,0.002959315,0.01138571,0.08329356,0.006879506,0.01637748,0.001474085],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961224,0.0004147436,0.0009015112,0.0002908386,0.0001322897,0.001174888,0.0001651059,0.00003958434,0.0007585932],"genre_scores_gemma":[0.9822171,0.001260794,0.01563414,0.0001252894,0.0000148831,0.0003374026,0.00007067384,0.00003333922,0.0003064162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8018203,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03532237066007828,"score_gpt":0.3029139846052217,"score_spread":0.2675916139451435,"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."}}