{"id":"W3208183582","doi":"10.26434/chemrxiv.14264222.v1","title":"Rapid Removal of Fluoride from Water Using Core@shell and @Shell Nanoparticles of SiO2@ZrO2 and @ZrO2. Investigation of the Mechanisms Involved and Impact of Elemental Leaching","year":2021,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Fluoride Effects and Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Comisión de Investigaciones Científicas; Consejo Nacional de Investigaciones Científicas y Técnicas","keywords":"Fluoride; Leaching (pedology); Zirconium; Oxide; Inorganic chemistry; Zirconium oxide; Chemistry; Colloid; Materials science; Metallurgy; Soil water; Geology; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001449702,0.0003198512,0.0001750322,0.0001162884,0.0000878979,0.0001666518,0.0001672556,0.0002895184,0.0004652069],"category_scores_gemma":[0.0001619729,0.0001610722,0.0002504853,0.00007165819,0.0001343486,0.0002230986,0.0001612514,0.0002129872,0.0001682392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047648,"about_ca_system_score_gemma":0.0001228987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132277,"about_ca_topic_score_gemma":0.002606717,"domain_scores_codex":[0.9999006,0.000007805653,0.000007065498,0.00002655169,0.00003944586,0.0000185966],"domain_scores_gemma":[0.9999547,0.000009391826,0.00001327605,0.000004426247,0.00001268293,0.000005586108],"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":[0.00001428485,0.000003151134,0.00003610976,0.00001527947,0.000001956158,0.000008597761,0.000004471222,0.00003972381,0.9994045,0.00001027884,0.00001733167,0.0004443485],"study_design_scores_gemma":[0.000004420055,0.00008698329,0.0006517684,0.000001092241,0.00000408357,0.00002122973,0.000007104844,0.001009459,0.9977451,0.000006249718,0.0004592632,0.000003264713],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994104,0.0005813015,0.003839909,0.0000413262,0.00002641272,0.00002715316,0.0001349372,0.0001299778,0.001115082],"genre_scores_gemma":[0.9917624,0.0002909474,0.005833935,0.00003817747,0.00000790332,0.00002424221,0.000161103,0.00003436013,0.001846876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00132277,"threshold_uncertainty_score":0.002630115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339340079969878,"score_gpt":0.2331786824470076,"score_spread":0.2097852816473088,"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."}}