{"id":"W4220745074","doi":"10.3390/antibiotics11040469","title":"Phytocompounds as an Alternative Antimicrobial Approach in Aquaculture","year":2022,"lang":"en","type":"review","venue":"Antibiotics","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Wellcome Trust","keywords":"Antimicrobial; Antifungal; Antiparasitic agent; Antibiotics; Antiparasitic; Aquaculture; Biotechnology; Biology; Traditional medicine; Fish <Actinopterygii>; Microbiology; Medicine; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002976599,0.0008277478,0.001832757,0.0004216314,0.0002817789,0.00008592764,0.001178373,0.0007632381,0.001052682],"category_scores_gemma":[0.00002453695,0.0006898011,0.0006132227,0.0006332921,0.0002315163,0.0001683552,0.0005688649,0.001459169,0.0009521624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001969647,"about_ca_system_score_gemma":0.0001942812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001033457,"about_ca_topic_score_gemma":0.00002242995,"domain_scores_codex":[0.9967113,0.0006817786,0.0007431303,0.001076043,0.00007701034,0.0007107017],"domain_scores_gemma":[0.9986809,0.00006638818,0.0004698705,0.0007016171,0.00003281091,0.00004835807],"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":[0.0002428738,0.007964143,0.00009531244,0.02582509,0.005184522,0.000757553,0.003583173,0.00001992206,0.001581656,0.01671197,0.1236236,0.8144102],"study_design_scores_gemma":[0.0007502223,0.000118517,0.000003504415,0.0009892244,0.0008185384,0.0001769298,0.0003163057,0.000001153698,0.00008737862,0.00003079471,0.9958917,0.0008156888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001726773,0.9832013,0.00001935058,0.0000144702,0.001113492,0.001799051,0.0004407522,0.0001301124,0.01310879],"genre_scores_gemma":[0.0005983606,0.9767727,0.0001452064,0.0002321721,0.0001405735,0.00001034299,0.01514303,0.0001098435,0.006847829],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8722681,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04106188626239489,"score_gpt":0.3141954207034954,"score_spread":0.2731335344411005,"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."}}