{"id":"W3024138562","doi":"10.1111/wej.12584","title":"An experimental study on reactive filter bed for aluminium removal from water","year":2020,"lang":"en","type":"article","venue":"Water and Environment Journal","topic":"Electrokinetic Soil Remediation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hematite; Adsorption; Oxidizing agent; Aqueous solution; Sorption; Redox; Chemistry; Packed bed; Aluminium; Chemical engineering; Chromatography; Inorganic chemistry; Mineralogy; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003537024,0.0003141006,0.0003873144,0.0001749137,0.0003898357,0.000311114,0.0003788208,0.0004455186,0.0007693457],"category_scores_gemma":[0.0003137672,0.0001545156,0.0003880186,0.0001605135,0.0001875922,0.0003403511,0.0001669981,0.0003110248,0.0002494508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302355,"about_ca_system_score_gemma":0.0002346664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002868419,"about_ca_topic_score_gemma":0.003130546,"domain_scores_codex":[0.9997259,0.00005600668,0.00002022312,0.00005134646,0.0001029826,0.00004355191],"domain_scores_gemma":[0.9997738,0.00008075823,0.00003507106,0.00002017299,0.00007418372,0.00001609302],"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":[0.00008413817,0.0000874178,0.0002775606,0.0001149752,0.000007288705,0.00003996314,0.00003404246,0.0002053851,0.9976652,0.00002597197,0.00002465253,0.001433551],"study_design_scores_gemma":[0.0000140502,0.001013704,0.001707149,0.000005220942,0.00002373325,0.00006462062,0.00006084643,0.001327505,0.9949371,0.00001960018,0.0008147164,0.00001181374],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933926,0.0004125543,0.005220333,0.00005565501,0.00003135049,0.00006138373,0.0001174783,0.00004176035,0.0006667475],"genre_scores_gemma":[0.9896913,0.0006761508,0.007914622,0.00005722804,0.00001680172,0.00005077294,0.0001858427,0.00001132301,0.001396016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002868419,"threshold_uncertainty_score":0.005703449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551238182499769,"score_gpt":0.2252484200363438,"score_spread":0.2097360382113461,"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."}}