{"id":"W4285265785","doi":"10.1051/e3sconf/202235403002","title":"An Assessment of the Use of Static Magnetic Field for Sodium Fluoride Defluoridation and Removal of Escherichia Coli and Rotavirus Pathogens from Water","year":2022,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Magnetic and Electromagnetic Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Fonds National de la Recherche Luxembourg; National Research Fund, Kenya","keywords":"Portable water purification; Filtration (mathematics); Ultrafiltration (renal); Reverse osmosis; Nanofiltration; Chemistry; Water treatment; Desalination; Chromatography; Fluoride; Forward osmosis; Membrane; Purified water; Environmental engineering; Pulp and paper industry; Environmental science; Inorganic chemistry; Biochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016383,0.0000850867,0.0001885987,0.00002216927,0.00004022583,0.000007016624,0.0001148332,0.00004492965,0.00009980541],"category_scores_gemma":[0.00004662781,0.00006113857,0.00003731412,0.0000339753,0.0001200534,0.000004216712,0.00008812297,0.00004574162,1.558742e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002097883,"about_ca_system_score_gemma":0.0001999581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00033299,"about_ca_topic_score_gemma":0.00006893797,"domain_scores_codex":[0.9992265,0.0001341136,0.0002450503,0.000160101,0.0001320017,0.0001022273],"domain_scores_gemma":[0.9994525,0.00009712824,0.0001470211,0.000194399,0.0000823976,0.00002652881],"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":[0.0001286099,0.00005659975,0.007567858,0.00007350161,0.00002291937,3.060601e-7,0.0001008427,0.00002369075,0.9863101,0.0003720949,0.00006335586,0.005280104],"study_design_scores_gemma":[0.0007134042,0.005769189,0.03010678,0.00001689324,0.00009900717,0.000003048832,0.0001852612,0.003731408,0.9567448,0.000527214,0.002003911,0.00009909155],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984354,0.0003474373,0.0004788402,0.00009462236,0.00006052638,0.0003140013,0.0001296115,0.000001364163,0.0001381636],"genre_scores_gemma":[0.995362,0.00009815334,0.004317889,0.00004199299,0.00001454477,0.00002801532,0.00005885581,0.000005443889,0.00007310701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02956533,"threshold_uncertainty_score":0.2493158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01512275480049194,"score_gpt":0.2652634070427483,"score_spread":0.2501406522422563,"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."}}