{"id":"W4394683146","doi":"10.1128/aem.02349-23","title":"Redefining piscine lactococcosis","year":2024,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Agricultural Research Service; California Department of Fish and Wildlife; University of California, Davis; Mississippi State University; U.S. Department of Agriculture","keywords":"Biology; Ribotyping; Microbiology; Pathogen; Typing; Antimicrobial; Gene; Genetics; Polymerase chain reaction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002790419,0.0008683099,0.0004063941,0.0005697588,0.0002963657,0.0008590557,0.0002864788,0.0006127861,0.001849711],"category_scores_gemma":[0.000663581,0.0001229246,0.0002573122,0.0004365054,0.0004079482,0.0005893658,0.0007813236,0.000728439,0.000541424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004268511,"about_ca_system_score_gemma":0.0003539403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165163,"about_ca_topic_score_gemma":0.003139921,"domain_scores_codex":[0.999626,0.00006468932,0.00003090636,0.0000845917,0.0001272689,0.00006649272],"domain_scores_gemma":[0.9996796,0.0000630627,0.00009166524,0.00002535252,0.00008868272,0.00005172596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000163326,0.00004813288,0.00555109,0.0002558087,0.00001235488,0.0009312277,0.0001050776,0.000202922,0.9635841,0.00007540843,0.0004692106,0.02860129],"study_design_scores_gemma":[0.00001645523,0.0007668157,0.06069889,0.0001219959,0.0000675334,0.003405178,0.0005959112,0.003009381,0.9113417,0.0002497022,0.01968423,0.0000421553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9762293,0.003956332,0.0113038,0.001535971,0.0002188799,0.0001775606,0.0006716371,0.0007308007,0.005175826],"genre_scores_gemma":[0.9799309,0.001990928,0.01428984,0.0006861224,0.00004597724,0.00004839152,0.0006918678,0.00005788162,0.002258235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002165163,"threshold_uncertainty_score":0.006187916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004561330092972418,"score_gpt":0.1795705244638135,"score_spread":0.1750091943708411,"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."}}