{"id":"W4393226636","doi":"10.7717/peerj.17051","title":"Interwoven processes in fish development: microbial community succession and immune maturation","year":2024,"lang":"en","type":"article","venue":"PeerJ","topic":"Aquaculture disease management and microbiota","field":"Immunology and Microbiology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Government of Canada; Ontario Genomics; Ontario Genomics Institute; Genome Canada","keywords":"Immune system; Biology; Aquaculture; Vaccination; Antibiotics; Organism; Immunity; Fish <Actinopterygii>; Ontogeny; Host (biology); Ecology; Immunology; Microbiology; Fishery; Genetics","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":[0.0002064167,0.0001313655,0.0001439091,0.0001198012,0.0001724574,0.00008030993,0.0001461863,0.0001151353,0.0001827123],"category_scores_gemma":[0.00004296194,0.0001093196,0.00002456269,0.0001743062,0.00007127305,0.0001855969,0.0001764903,0.000329503,0.0001707821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003642317,"about_ca_system_score_gemma":0.00005006467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092369,"about_ca_topic_score_gemma":0.0006988822,"domain_scores_codex":[0.9993439,0.00008685567,0.0002054746,0.0001713296,0.00001677035,0.0001756899],"domain_scores_gemma":[0.9997648,0.00005235901,0.00003148496,0.0001082573,0.00003241518,0.00001065967],"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":[0.0002546052,0.0002194218,0.001444607,0.001299283,0.0001539783,0.00001806661,0.01320863,8.423851e-7,0.9314222,0.0002904608,0.03097381,0.02071414],"study_design_scores_gemma":[0.001886649,0.00006700966,0.07588342,0.001217967,0.00007978144,0.00006037417,0.002267057,0.000006114452,0.3248411,0.0002525848,0.5929053,0.0005325425],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918883,0.005073196,0.00005958593,0.0007431857,0.0005240188,0.0002093486,0.00002477598,0.0001200362,0.001357548],"genre_scores_gemma":[0.9939201,0.00007272228,0.00004064369,0.0001405157,0.00002069082,0.00001556292,0.0008338678,0.00001124518,0.004944616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.606581,"threshold_uncertainty_score":0.4457924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085583781483152,"score_gpt":0.2415339450566482,"score_spread":0.2306781072418167,"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."}}