{"id":"W4413110738","doi":"10.1111/jfd.70040","title":"Editorial for Special Issue","year":2025,"lang":"en","type":"editorial","venue":"Journal of Fish Diseases","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Biology; Zoology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002358168,0.0004141884,0.0009187048,0.0003005706,0.000189225,0.00009922196,0.0007965702,0.001162539,0.001436983],"category_scores_gemma":[0.002331845,0.0003448211,0.0009865311,0.0001217018,0.0001356249,0.0001646413,0.0001441221,0.0007982508,0.00009973557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310638,"about_ca_system_score_gemma":0.0009990572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005228285,"about_ca_topic_score_gemma":0.000008308123,"domain_scores_codex":[0.9981747,0.0001181444,0.0007926384,0.0003216013,0.0001892262,0.0004037148],"domain_scores_gemma":[0.9967995,0.00076835,0.0009344521,0.0002709654,0.001153713,0.00007301499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002019731,0.000334161,0.000005995779,0.0003667096,0.001297398,0.00001299345,0.00003690356,7.269845e-7,0.0002292723,0.00002666926,0.9937967,0.00187275],"study_design_scores_gemma":[0.003650014,0.0002921414,0.00001233417,0.0003641365,0.002387855,0.000001655417,0.00008020161,2.443626e-8,0.0001355094,0.0001673242,0.9925836,0.0003252277],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000009991374,0.002967997,0.00002234734,0.000457214,0.9880953,0.0004043549,0.006184223,0.00002588278,0.001832717],"genre_scores_gemma":[0.000004846434,0.0005519667,0.00001772802,0.0002090386,0.9518993,0.00001680633,0.002985352,0.00003166391,0.04428322],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0424505,"threshold_uncertainty_score":0.9999004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004179575384418235,"score_gpt":0.2498076772324993,"score_spread":0.2456281018480811,"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."}}