{"id":"W2747185828","doi":"10.3390/w12061657","title":"Development of Ceramic Water Filter Clay Selection Criteria","year":2020,"lang":"en","type":"article","venue":"Water","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Chemical, Bioengineering, Environmental, and Transport Systems; Rhode Island Water Resources Center, University of Rhode Island; National Science Foundation","keywords":"Ceramic; Biofilm; Environmental science; Materials science; Grain size; Atterberg limits; Mineralogy; Soil water; Composite material; Geology; Soil science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007897077,0.00009730494,0.0001698819,0.00005366902,0.00005349812,0.00001255067,0.00004022712,0.00006944168,0.003376851],"category_scores_gemma":[0.000008496664,0.00005597327,0.00004949959,0.00005197757,0.00002696498,0.0000632938,0.00005119612,0.0001175735,0.0008293831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005511336,"about_ca_system_score_gemma":0.00001995372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009135873,"about_ca_topic_score_gemma":0.000002903002,"domain_scores_codex":[0.9992555,0.00002107524,0.0002521795,0.0001618618,0.0001136958,0.0001956695],"domain_scores_gemma":[0.9997417,0.000004406842,0.00001547982,0.00009569855,0.00007253728,0.00007014093],"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":[0.00008142096,0.00004491651,0.001177619,0.00006924444,0.00004528776,0.000003400488,0.003753672,0.000003326382,0.9864162,0.000003847223,0.007639973,0.0007611456],"study_design_scores_gemma":[0.0004267623,0.00008545554,0.0008195083,0.00001576508,0.00002401788,0.00001781494,0.00001837941,0.00003641509,0.868358,0.0000238332,0.1300993,0.00007476534],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940541,0.000004139011,0.0006531206,0.002127978,0.0002391877,0.00019654,0.000001181758,0.00007546943,0.00264831],"genre_scores_gemma":[0.9925593,0.000001505416,0.005256897,0.001174929,0.0002539842,0.00002036226,0.00004327599,0.00002030302,0.0006694344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1224593,"threshold_uncertainty_score":0.9999486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752390677813417,"score_gpt":0.2972145083614878,"score_spread":0.2596906015833537,"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."}}