{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003795798,0.00006953516,0.000130039,0.0001159656,0.00004670494,0.00002239242,0.0001515373,0.00001399852,0.0001711433],"category_scores_gemma":[0.00003857387,0.00005668583,0.00001856779,0.0001109149,0.0004073273,0.0003924501,0.00003507013,0.00006499558,0.00001120839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103894,"about_ca_system_score_gemma":0.00001198861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001223158,"about_ca_topic_score_gemma":8.202652e-8,"domain_scores_codex":[0.9991905,0.000008960394,0.0002903337,0.000106037,0.0002713208,0.0001328329],"domain_scores_gemma":[0.9996273,0.00008740889,0.0001271468,0.00007475172,0.000007623618,0.00007580478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00000150669,0.00005631515,0.00211804,0.0000070631,0.000002533008,5.166025e-7,0.0006251692,0.001278661,0.9934478,0.00003916226,0.00000755395,0.002415628],"study_design_scores_gemma":[0.001400879,0.0005796909,0.5421143,0.0001592034,0.00003737293,0.000449521,0.01622119,0.0006465872,0.4304115,0.001561604,0.00584558,0.0005725684],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974928,0.002075198,0.0001862989,0.00002586541,0.00009204306,0.00007665384,0.000005775552,0.000002558818,0.0000427524],"genre_scores_gemma":[0.9958744,0.002048986,0.002000099,0.00001586037,0.00002219516,0.000007200755,2.881193e-7,0.000003769815,0.0000271773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5630363,"threshold_uncertainty_score":0.2311581,"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."}}