{"id":"W4292157622","doi":"10.1016/j.ultsonch.2022.106120","title":"Ultrasound assisted cyanotoxin extraction for nematode inhibition in soil","year":2022,"lang":"en","type":"article","venue":"Ultrasonics Sonochemistry","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture, Food and Rural Affairs; University of Guelph","funders":"Bayer Corporation","keywords":"Sonication; Extraction (chemistry); Chlorophyll; Biology; Nematode; Botany; Metabolite; Secondary metabolite; Biomass (ecology); Food science; Chemistry; Environmental chemistry; Chromatography; Agronomy; Biochemistry; Ecology","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":[0.0002398496,0.0001358942,0.0001577636,0.00001431611,0.000420618,0.00006315289,0.0001031528,0.00005541924,0.0005587645],"category_scores_gemma":[0.00007179686,0.00007983248,0.00009076675,0.0003118601,0.00002318973,0.0001033776,0.00006173196,0.0001530531,0.000005109646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009850421,"about_ca_system_score_gemma":0.000009115146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002327785,"about_ca_topic_score_gemma":0.0001007788,"domain_scores_codex":[0.9989599,0.00003324121,0.0002594313,0.0003043298,0.0001953119,0.0002477985],"domain_scores_gemma":[0.9994574,0.00026441,0.0001455087,0.00005749763,0.00003756275,0.00003765892],"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":[0.00003991005,0.0001666614,0.003056227,0.00002719208,0.00001089799,0.000003371001,0.00006807344,0.00006608461,0.9934011,0.0001812698,0.001514324,0.001464908],"study_design_scores_gemma":[0.001935173,0.0002397734,0.1092302,0.00007500473,0.00006882907,0.0002104741,0.01209531,0.0006820365,0.7885212,0.002448166,0.08324351,0.001250335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972257,0.00007361425,0.00006394027,0.0006527368,0.0001109752,0.0002750068,0.0001133481,0.00008230597,0.001402377],"genre_scores_gemma":[0.9972967,0.00004895253,0.00006290102,0.0002104944,0.0001092031,0.0003961676,0.0009502009,0.000002150742,0.0009232548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2048799,"threshold_uncertainty_score":0.6118079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01942505505509724,"score_gpt":0.2384433431774274,"score_spread":0.2190182881223302,"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."}}