{"id":"W3139136710","doi":"10.1101/2021.03.14.435289","title":"Ozone nanobubble treatments improve survivability of Nile tilapia ( <i>Oreochromis niloticus</i> ) challenged with a pathogenic multidrug-resistant <i>Aeromonas hydrophila</i>","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Thailand Science Research and Innovation; Chulalongkorn University; Government of the United Kingdom; Department of Health and Social Care; International Development Research Centre; City University of Hong Kong","keywords":"Nile tilapia; Oreochromis; Aeromonas hydrophila; Tilapia; Gill; Aquaculture; Microbiology; Biology; Bacteria; Veterinary medicine; Fish <Actinopterygii>; Fishery; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00006494005,0.0002394425,0.0002321909,0.00008870101,0.0001163496,0.0002446526,0.0001335719,0.0002208876,0.0008074282],"category_scores_gemma":[0.00008117731,0.00009984164,0.0002183751,0.00003671047,0.0001319823,0.0001644004,0.0002486873,0.0003411028,0.0001098285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717537,"about_ca_system_score_gemma":0.0002108422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00176046,"about_ca_topic_score_gemma":0.003250071,"domain_scores_codex":[0.9999316,0.000005569164,0.000006830241,0.00001694228,0.00002009862,0.00001902018],"domain_scores_gemma":[0.9999337,0.000004980095,0.00002661384,0.000003108829,0.00001336026,0.00001822793],"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":[0.0000977227,0.00001362621,0.0003299532,0.00001602721,0.000002254413,0.000009466718,0.000009763945,0.00001769905,0.9990847,0.000003618894,0.00001077448,0.0004043403],"study_design_scores_gemma":[0.00001660938,0.001811867,0.02503476,0.000007566992,0.000031472,0.00005881728,0.0001212832,0.0005471189,0.9714624,0.00002058085,0.0008789044,0.000008574002],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991774,0.0001306433,0.0003905395,0.00002447258,0.000009199879,0.000007963821,0.00006542124,0.00001933411,0.000175061],"genre_scores_gemma":[0.9977011,0.0001442678,0.000755905,0.00005950339,0.000002340222,0.00002055761,0.0001279329,0.000007458597,0.001180853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00176046,"threshold_uncertainty_score":0.003500462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008005084293836454,"score_gpt":0.1907788148687828,"score_spread":0.1827737305749464,"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."}}