{"id":"W2966701439","doi":"10.11159/icepr19.195","title":"Metakaolin-Based Geopolymers for Removal of Ammonium from Municipal Wastewater","year":2019,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Regional Development Fund","keywords":"Metakaolin; Wastewater; Waste management; Pulp and paper industry; Ammonium; Environmental science; Chemistry; Environmental engineering; Engineering; Fly ash","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001262245,0.0001789427,0.0003501227,0.0002454025,0.00002964065,0.00003476221,0.0009350097,0.0001018072,0.00006058056],"category_scores_gemma":[0.00007129589,0.0001262164,0.0001344741,0.0002703835,0.0001330446,0.00008383816,0.0001906895,0.0001567132,0.000006963533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002999501,"about_ca_system_score_gemma":0.0000183164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007247768,"about_ca_topic_score_gemma":0.00001728783,"domain_scores_codex":[0.9989497,0.000002766602,0.0002927672,0.0002001333,0.0002574183,0.0002972193],"domain_scores_gemma":[0.9993905,0.000104213,0.0001220803,0.0002938261,0.00006724712,0.00002211709],"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":[0.0005305561,0.00001674495,0.0007672385,0.0003274275,0.0001773202,4.689133e-7,0.00005715419,0.0002602292,0.9864354,0.002564681,0.00267531,0.006187499],"study_design_scores_gemma":[0.0006739537,0.00008786297,0.00003827413,0.0002124153,0.00003469245,4.164116e-7,0.0003544728,0.002850623,0.9854682,0.00108401,0.009057715,0.0001373792],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952355,0.0003577656,0.000001796787,0.0007060822,0.0004941297,0.0005245364,0.00003359174,0.0003659227,0.002280666],"genre_scores_gemma":[0.996134,0.00003365297,0.001026351,0.00001356143,0.0000234235,0.00004341361,0.000002653697,0.00003093475,0.002691961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006382404,"threshold_uncertainty_score":0.5146956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01647344565730771,"score_gpt":0.2420435748420528,"score_spread":0.2255701291847451,"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."}}