{"id":"W4403837663","doi":"10.1155/2024/2279222","title":"Cultivation of Brook Charr <i>Salvelinus fontinalis</i>: The Challenges of Disease Control and the Promise of Microbial Ecology Management","year":2024,"lang":"en","type":"article","venue":"Aquaculture Research","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Espace pour la vie; Université Laval","funders":"Ontario Genomics; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation; Ontario Genomics Institute; Genome Canada","keywords":"Biology; Aquaculture; Salvelinus; Fish farming; Microbial population biology; Ecology; Fontinalis; Trout; Fishery; Fish <Actinopterygii>; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001731292,0.0001918206,0.0003912173,0.0001560531,0.0001764561,0.00002318768,0.0004910816,0.0001523347,0.00007300133],"category_scores_gemma":[0.0001312877,0.00009514781,0.0002076255,0.0002902278,0.001704541,0.00007460135,0.0002775755,0.000395733,0.00003202748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002151802,"about_ca_system_score_gemma":0.00005927943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007363576,"about_ca_topic_score_gemma":0.0000474503,"domain_scores_codex":[0.9978618,0.0008301641,0.0004516609,0.0003667284,0.0001421972,0.0003474339],"domain_scores_gemma":[0.9986486,0.0004665176,0.0001456693,0.0003937697,0.0003151845,0.00003028222],"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":[0.003982237,0.0004069295,0.0003086264,0.002535984,0.002278199,0.00001510132,0.005410055,0.000003752367,0.5237386,0.4139933,0.03996008,0.007367212],"study_design_scores_gemma":[0.04409167,0.001627923,0.0847466,0.003484346,0.004935084,0.00008163392,0.03097204,0.0001569466,0.2129672,0.01942544,0.5960857,0.001425461],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6145139,0.3115499,0.0001599107,0.04866548,0.0009109786,0.01020014,0.0009386995,0.0001344297,0.01292656],"genre_scores_gemma":[0.9927016,0.003063143,0.00001912865,0.00007177806,0.00004580527,0.0001247985,0.00007448915,0.00001645163,0.003882763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5561256,"threshold_uncertainty_score":0.6280451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019829092312398,"score_gpt":0.2916081665671917,"score_spread":0.2714098756440678,"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."}}