{"id":"W2708353960","doi":"","title":"Analytical electron microscopy characterization of zinc speciation in a contaminated system","year":2000,"lang":"en","type":"article","venue":"ACS Division of Environmental Chemistry, Preprints","topic":"Metal Extraction and Bioleaching","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Characterization (materials science); Zinc; Contamination; Environmental chemistry; Electron microscope; Chemistry; Materials science; Environmental science; Nanotechnology; Metallurgy; Biology; Physics; Optics; Ecology","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":[],"category_scores_codex":[0.0001462548,0.0001058196,0.0001757537,0.00002845938,0.00001290409,0.000005891574,0.00009408518,0.00008872903,0.001480065],"category_scores_gemma":[0.000008507041,0.0001140224,0.0000416337,0.00006564125,0.0000281324,0.00007798871,0.0000235828,0.0001123109,0.00007246926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000153469,"about_ca_system_score_gemma":0.000003158417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006343869,"about_ca_topic_score_gemma":3.684731e-7,"domain_scores_codex":[0.9991644,0.00002098616,0.0003675584,0.0001733519,0.0001593973,0.0001142979],"domain_scores_gemma":[0.9996929,0.00001366967,0.00007392082,0.0001790035,0.000003492877,0.00003700618],"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":[0.00002500726,0.0001015114,0.01246002,0.00009533301,0.00001281666,9.361033e-7,0.00004432326,0.0004234209,0.9816287,0.000003108751,0.000001560988,0.005203312],"study_design_scores_gemma":[0.0002369318,0.000007746873,0.2592241,0.00006406064,0.000005867008,0.000002224096,0.00001958353,0.005474459,0.7347459,9.887796e-7,0.0001482914,0.00006991597],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954337,0.00001107022,0.0001066035,0.000002613867,0.00002291906,0.0001042738,0.00001955194,0.00002726424,0.004271984],"genre_scores_gemma":[0.9994468,0.00006962683,0.00002870057,0.000002275235,0.00001134723,0.000003802931,0.00009515513,0.00001166459,0.0003305917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2468828,"threshold_uncertainty_score":0.9994327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004999037793415649,"score_gpt":0.2145388870404682,"score_spread":0.2095398492470526,"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."}}