{"id":"W2031722235","doi":"10.1016/j.biortech.2007.04.023","title":"Arsenic removal in an iron oxide-coated fungal biomass column: Analysis of breakthrough curves","year":2007,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Arsenic; Adsorption; Iron oxide; Biomass (ecology); Chemistry; Aqueous solution; Nuclear chemistry; Chromatography; Environmental chemistry; Organic chemistry; Biology; Agronomy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005623249,0.0002023207,0.0004057201,0.0009217191,0.00006054372,0.000008225612,0.0004607515,0.0003988919,0.00107109],"category_scores_gemma":[0.00005158014,0.0001935605,0.0001459062,0.004886503,0.0008277549,0.0001090801,0.0002030072,0.0002103456,0.0001169285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812065,"about_ca_system_score_gemma":0.000009815816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006323402,"about_ca_topic_score_gemma":0.004816442,"domain_scores_codex":[0.9980525,0.00005833768,0.0005721289,0.0004942505,0.0003443972,0.0004784099],"domain_scores_gemma":[0.9990786,0.00002935102,0.0002472381,0.000526161,0.00001566138,0.000102955],"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":[0.00007852531,0.0002602779,0.390014,0.00001028204,0.00005504251,0.00009199366,0.000076715,0.00004475167,0.6037191,0.000272172,0.0001950665,0.005182088],"study_design_scores_gemma":[0.0008164145,0.0003045479,0.9101918,0.00003539299,0.0002585214,0.0001652802,0.0006142492,0.001950628,0.07412133,0.0001385369,0.0109229,0.0004803785],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972033,0.0001676453,0.0002307724,0.000516305,0.00003670582,0.0002045417,0.00003000779,0.0002407872,0.001369959],"genre_scores_gemma":[0.998405,0.00003549279,0.0009730298,0.0001827949,0.000009657073,0.000003248531,0.000031395,0.00001585003,0.0003435491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5295977,"threshold_uncertainty_score":0.999842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122602820224054,"score_gpt":0.2573464696669263,"score_spread":0.2461204414646857,"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."}}