{"id":"W6990473003","doi":"","title":"Designing 3D printed Unit cell models for Arsenic Filtration","year":2021,"lang":"en","type":"article","venue":"UWM Digital Commons (University of Wisconsin–Milwaukee)","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arsenic; Filtration (mathematics); Cartridge; Filter (signal processing); Contamination; Water treatment; 3d printed; Human health; Extinguishment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004368936,0.0004444876,0.0003428491,0.0004494045,0.0003070207,0.001050177,0.001019862,0.001520821,0.003466615],"category_scores_gemma":[0.0008094477,0.0004899923,0.0008366758,0.0004187434,0.0003181533,0.0006052517,0.0005031164,0.0006129739,0.001564419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004590595,"about_ca_system_score_gemma":0.000520004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678506,"about_ca_topic_score_gemma":0.003902513,"domain_scores_codex":[0.9996494,0.00003209198,0.00002335133,0.00005469722,0.0001926984,0.00004771386],"domain_scores_gemma":[0.9996456,0.0001076856,0.00005133597,0.00006568601,0.00009831951,0.00003132543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001048861,0.0001839242,0.001448426,0.0006985647,0.00005374355,0.0006498677,0.0003033443,0.1356185,0.8032426,0.008336118,0.004060256,0.04529988],"study_design_scores_gemma":[0.00004426324,0.0004050627,0.001347722,0.00008722523,0.00007851921,0.0003752292,0.0001644642,0.218149,0.7106419,0.001940389,0.06662164,0.0001445926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3314126,0.003848421,0.6112333,0.001352864,0.001404063,0.0006824875,0.004245418,0.004742712,0.04107817],"genre_scores_gemma":[0.644612,0.003747853,0.3295751,0.0003652319,0.00004653928,0.0008854588,0.001936085,0.0003898303,0.0184419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003466615,"threshold_uncertainty_score":0.01159698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02304922069485808,"score_gpt":0.1964695448938104,"score_spread":0.1734203241989523,"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."}}