{"id":"W3029553897","doi":"10.1111/eva.13027","title":"A continuously changing selective context on microbial communities associated with fish, from egg to fork","year":2020,"lang":"en","type":"article","venue":"Evolutionary Applications","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Context (archaeology); Aquaculture; Fish <Actinopterygii>; Abiotic component; Ecology; Biotechnology; Fishery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004949429,0.000202745,0.0002255229,0.00008881216,0.0006006344,0.00002151447,0.0002939638,0.0001213155,0.0003619434],"category_scores_gemma":[0.00002179488,0.0001884348,0.0000742343,0.0004511938,0.00013905,0.00007073146,0.0001230186,0.0002551818,0.00105672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009571014,"about_ca_system_score_gemma":0.00004481097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081991,"about_ca_topic_score_gemma":0.0002113575,"domain_scores_codex":[0.9990548,0.0001120738,0.0001816648,0.0002940969,0.00003734587,0.0003199413],"domain_scores_gemma":[0.9993359,0.000148579,0.0001017446,0.0002318305,0.000129602,0.00005237938],"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":[0.001223385,0.00092266,0.005209192,0.00001811343,0.001770883,0.000005081897,0.01431508,0.0001536574,0.08830326,0.01289823,0.871793,0.003387413],"study_design_scores_gemma":[0.003226185,0.0005774543,0.03061157,0.0001437447,0.000322005,0.000006076734,0.009911194,0.00002599824,0.006572067,0.0002522991,0.9475983,0.0007530986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8797339,0.002022964,0.04442734,0.03735605,0.0003742823,0.007869828,0.01006961,0.001636694,0.0165094],"genre_scores_gemma":[0.9839717,0.000006624595,0.0001767015,0.008111296,0.00008555379,0.000489654,0.00531524,0.00002382459,0.001819459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1042378,"threshold_uncertainty_score":0.9997211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237370940614595,"score_gpt":0.2108499953410982,"score_spread":0.1984762859349522,"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."}}