{"id":"W4366390747","doi":"10.3390/fishes8040214","title":"Environmental Impacts on Skin Microbiomes of Sympatric High Arctic Salmonids","year":2023,"lang":"en","type":"article","venue":"Fishes","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Waterloo; McGill University; Queen's University","funders":"","keywords":"Salvelinus; Biology; Arctic char; Arctic; Coregonus clupeaformis; Ecology; Coregonus; Fish migration; Sympatric speciation; Microbiome; Zoology; Fishery; Habitat; Trout; Fish <Actinopterygii>","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0000775403,0.0001122937,0.0001225423,0.00007788375,0.00004572934,0.000007797265,0.0001162206,0.0001058624,0.0000802529],"category_scores_gemma":[0.00001590197,0.0001029937,0.00007316958,0.0001175116,0.00005462513,0.000001830071,0.0000694172,0.00005451563,0.0001387401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002207885,"about_ca_system_score_gemma":0.00003240806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007179898,"about_ca_topic_score_gemma":0.0000127045,"domain_scores_codex":[0.9993057,0.00002805997,0.0001492146,0.0002137102,0.00006373395,0.0002395823],"domain_scores_gemma":[0.9996303,0.00001260658,0.0000589062,0.0002306947,0.000007419109,0.00006011403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003142164,0.00006744817,0.01918286,0.00005650985,0.00002631505,0.000003244482,0.00006351368,0.00001000576,0.9674425,0.000009564246,0.01234232,0.0007642847],"study_design_scores_gemma":[0.0003711482,0.0004711136,0.5584276,0.00002257885,0.00001180174,0.00001057917,0.00006214281,0.000002121415,0.4233171,0.00002663122,0.01713985,0.0001373878],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990387,0.0002053028,0.000001881325,0.0002311267,0.0001228391,0.0001030969,0.0001532034,0.00001283871,0.0001309889],"genre_scores_gemma":[0.9979371,0.0004694602,0.00006606709,0.0002046825,0.0001079299,0.000004425904,0.0004723685,0.00001872664,0.0007191775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5441254,"threshold_uncertainty_score":0.4199961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00640006574404089,"score_gpt":0.2260211343927594,"score_spread":0.2196210686487185,"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."}}