{"id":"W2138783290","doi":"10.1100/2011/756264","title":"Measurement of Mercury in Flue Gas Based on an Aluminum Matrix Sorbent","year":2011,"lang":"en","type":"article","venue":"The Scientific World JOURNAL","topic":"Mercury impact and mitigation studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sorbent; Flue gas; Mercury (programming language); Flue-gas desulfurization; Electrostatic precipitator; Chemistry; Coal combustion products; Leaching (pedology); Environmental chemistry; Coal; Sorption; Environmental science; Waste management; Pulp and paper industry; Adsorption; Soil water; Soil science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00429735,0.0001164712,0.0001414089,0.0001830229,0.0003813211,0.00006653789,0.0004090612,0.00001644852,0.003763271],"category_scores_gemma":[0.000055954,0.00007291357,0.00007589294,0.0005869211,0.0004487453,0.0002029858,0.0000662494,0.0002053008,0.000205723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001649681,"about_ca_system_score_gemma":0.00004302257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009820359,"about_ca_topic_score_gemma":0.000861922,"domain_scores_codex":[0.9978769,0.0002173827,0.000358805,0.000192794,0.00105675,0.0002973235],"domain_scores_gemma":[0.9992785,0.00002215441,0.0001879561,0.000343144,0.0000396554,0.0001285452],"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":[0.0008812755,0.003997904,0.2711127,0.00005818494,0.0001394125,0.00009185549,0.04863206,0.0145655,0.4646632,0.001573053,0.1175127,0.07677224],"study_design_scores_gemma":[0.002744008,0.0006288062,0.7350031,0.0004659753,0.0001306841,0.00006368634,0.004500688,0.006610713,0.2227788,0.008104059,0.0181448,0.0008246105],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848771,0.00009525307,0.000114135,0.000697767,0.0009464526,0.0001849555,0.000003856122,0.00001068652,0.0130698],"genre_scores_gemma":[0.9985316,0.000005690719,0.0003124352,0.0001122179,0.00003545918,0.000004206562,5.760191e-7,0.000007315477,0.0009905118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4638905,"threshold_uncertainty_score":0.9971474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05009452467155225,"score_gpt":0.2732205556930759,"score_spread":0.2231260310215236,"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."}}