{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004106692,0.0003505022,0.0004727176,0.0007900409,0.0003818697,0.0009567674,0.0002861714,0.0006689487,0.002608956],"category_scores_gemma":[0.0004378546,0.0001752628,0.0004547565,0.0004958872,0.0005677619,0.0008692362,0.0007898727,0.0006768155,0.0006066487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000773686,"about_ca_system_score_gemma":0.001133971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202524,"about_ca_topic_score_gemma":0.002720071,"domain_scores_codex":[0.9997156,0.00005199321,0.00003193619,0.00007982962,0.00006956638,0.00005100275],"domain_scores_gemma":[0.9998041,0.00004079301,0.00004818937,0.000005923452,0.00006081062,0.00004028923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006995141,0.0001588907,0.03110046,0.01572044,0.0002023699,0.003261167,0.003110477,0.001108159,0.3913382,0.01457083,0.007406693,0.5313228],"study_design_scores_gemma":[0.00004610868,0.002619887,0.3906172,0.004807687,0.0004818419,0.01045621,0.00424638,0.001604263,0.0808531,0.01175703,0.4922551,0.0002551542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1551983,0.7975296,0.01240673,0.003129479,0.0007979,0.0001626613,0.0007418328,0.0002130369,0.02982043],"genre_scores_gemma":[0.4689389,0.4884436,0.01413667,0.001484839,0.0005412533,0.0002331345,0.0006314213,0.00005239089,0.02553786],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002608956,"threshold_uncertainty_score":0.008727849,"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."}}