{"id":"W2149591894","doi":"10.1680/jees.2013.0040","title":"Recent studies in environmental applications of ultrasound","year":2013,"lang":"en","type":"article","venue":"Journal of Environmental Engineering and Science","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmentally friendly; Environmental remediation; Environmental science; Biochemical engineering; Sonication; Waste management; Ecology; Engineering; Contamination; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001453581,0.0004853443,0.0004794906,0.001873128,0.000444327,0.001268261,0.0005478115,0.0008688975,0.001957881],"category_scores_gemma":[0.001774279,0.0002459717,0.0004738934,0.003687056,0.001013249,0.001547947,0.0007294335,0.0009787369,0.0006469061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007429612,"about_ca_system_score_gemma":0.0009256317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103305,"about_ca_topic_score_gemma":0.001012537,"domain_scores_codex":[0.9992471,0.0001281569,0.00007059584,0.0002768239,0.0002119996,0.00006536106],"domain_scores_gemma":[0.9972639,0.001361838,0.0002684062,0.00008382039,0.0008979749,0.0001240466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004252604,0.0002376061,0.0065177,0.01965262,0.0001835386,0.0008326496,0.002244007,0.001425168,0.09561373,0.01536869,0.005406338,0.8520928],"study_design_scores_gemma":[0.0000188015,0.00113935,0.01679997,0.002729339,0.0005021477,0.003464962,0.003450706,0.001375068,0.09721229,0.00737837,0.8658214,0.0001076706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03291608,0.9394034,0.00745496,0.002242264,0.000501721,0.00003241033,0.00008964078,0.00003341766,0.01732625],"genre_scores_gemma":[0.09087416,0.898855,0.003930309,0.0009972898,0.001248689,0.00003436347,0.0001917672,0.00001677451,0.003851648],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001957881,"threshold_uncertainty_score":0.00768733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009080429164640117,"score_gpt":0.21908372581413,"score_spread":0.2100032966494899,"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."}}