{"id":"W4391654086","doi":"10.1128/spectrum.02943-23","title":"Characterization of gill bacterial microbiota in wild Arctic char ( <i>Salvelinus alpinus</i> ) across lakes, rivers, and bays in the Canadian Arctic ecosystems","year":2024,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Université Laval","funders":"Canada First Research Excellence Fund; Sentinelle Nord, Université Laval; Polar Knowledge Canada; Genome Canada; Université Laval","keywords":"Arctic char; Salvelinus; Arctic; Ecology; Biology; Permafrost; Fishery; Trout","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006362247,0.0004037231,0.0005472753,0.0004174166,0.000207798,0.00009456305,0.0004872116,0.0005429994,0.0004020011],"category_scores_gemma":[0.00002679165,0.0002952617,0.0001335189,0.0005077066,0.000481324,0.0001553018,0.000144727,0.0006042416,0.0002578103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275197,"about_ca_system_score_gemma":0.0001814934,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03381044,"about_ca_topic_score_gemma":0.4978803,"domain_scores_codex":[0.9973071,0.0004144101,0.0006313141,0.0007108048,0.000024478,0.0009118697],"domain_scores_gemma":[0.9992954,0.0000896268,0.0001446204,0.0003841537,0.00004065494,0.00004561483],"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":[0.0001096149,0.00009068891,0.005309801,0.0002517118,0.0001651552,0.00009318907,0.002788835,5.868642e-7,0.988412,0.0007580062,0.001715361,0.0003050538],"study_design_scores_gemma":[0.006147364,0.0004775174,0.08679343,0.001492248,0.0003339368,0.002440527,0.001845681,0.00001577615,0.131073,0.0003989615,0.7672921,0.001689449],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896543,0.00249691,0.000005544,0.003460014,0.001622004,0.0009245981,0.001640895,0.00004855963,0.0001471709],"genre_scores_gemma":[0.9942327,0.0002649718,0.000008757236,0.0005222415,0.00009833051,0.00003365294,0.004052616,0.00003434623,0.000752387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.857339,"threshold_uncertainty_score":0.9999499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006129498388398957,"score_gpt":0.2058452843158601,"score_spread":0.1997157859274612,"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."}}