{"id":"W1507565363","doi":"10.1111/j.1753-5131.2011.01049.x","title":"Stress response for disease control in aquaculture","year":2011,"lang":"en","type":"article","venue":"Reviews in Aquaculture","topic":"Heat shock proteins research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Biology; Heat shock protein; Aquaculture; Cross-tolerance; Stressor; Immune system; Hsp70; Aquatic animal; Heat shock; Ecology; Zoology; Immunology; Fish <Actinopterygii>; Fishery; Genetics; Neuroscience; Pharmacology","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":[0.001267048,0.0002636598,0.0004165514,0.00007947164,0.00004938425,0.00001974264,0.0004110226,0.0002898937,0.00006832129],"category_scores_gemma":[0.001308383,0.0001921585,0.0002077572,0.0002411809,0.00006348762,0.000009340565,0.00007779546,0.0002776826,0.00004331814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005512981,"about_ca_system_score_gemma":0.0001260809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003711395,"about_ca_topic_score_gemma":0.0003957643,"domain_scores_codex":[0.99765,0.0006807253,0.000474648,0.0005451253,0.0001631686,0.0004863696],"domain_scores_gemma":[0.9990255,0.00003050899,0.00008354967,0.0005550226,0.00008969066,0.0002157122],"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":[0.01937499,0.001757328,0.04775159,0.002153901,0.0001251807,0.0002429007,0.002471989,0.00003312561,0.8390193,0.0007211849,0.04152434,0.04482419],"study_design_scores_gemma":[0.003066616,0.0003735606,0.01374995,0.0005739852,0.00002440716,0.000006332039,0.0001254996,0.00009612814,0.02429492,0.0001795326,0.9570063,0.0005027128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7702145,0.2007038,0.004482151,0.002752198,0.0002755091,0.01732193,0.001213057,0.00006127979,0.002975535],"genre_scores_gemma":[0.9820304,0.008161541,0.002451123,0.001036832,0.0002218459,0.002101758,0.0003043731,0.00005828037,0.003633838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.915482,"threshold_uncertainty_score":0.7835997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197254907169458,"score_gpt":0.3338465973064056,"score_spread":0.2918740482347111,"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."}}