{"id":"W4408097582","doi":"10.1071/an24354","title":"Effect of early gut microbiota intervention using pre-designed poultry microbiota substitute on broiler health and performance","year":2025,"lang":"en","type":"article","venue":"Animal Production Science","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lallemand","keywords":"Broiler; Gut flora; Biology; Pathogenic Escherichia coli; Context (archaeology); Flock; Pathogenic bacteria; Synbiotics; Food science; Microbiology; Biotechnology; Bacteria; Probiotic; Ecology; Escherichia coli; Immunology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001088572,0.0001410007,0.0001703449,0.0001678524,0.0003078755,0.0000393767,0.0001848451,0.00007130655,0.000002568485],"category_scores_gemma":[0.0001002392,0.0001269412,0.00004752193,0.0004203476,0.0003972421,0.00002820902,0.0001052246,0.0001031399,0.000002811146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005840717,"about_ca_system_score_gemma":0.0002938976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008161466,"about_ca_topic_score_gemma":0.000003915904,"domain_scores_codex":[0.9986541,0.00009890626,0.0002743965,0.0005873628,0.00009577149,0.0002894382],"domain_scores_gemma":[0.999337,0.000006978532,0.0001615635,0.0002987828,0.0001262604,0.00006946216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006611746,0.0000485786,0.01010276,0.0002881769,0.000008509696,8.830729e-8,0.00006475956,0.0000149345,0.9855739,0.0000216258,0.0002667702,0.002948744],"study_design_scores_gemma":[0.0003836237,0.002926428,0.1274722,0.0002361292,0.000009942829,0.00002375585,0.0000255114,0.00002760462,0.8684081,0.000001347852,0.0003733613,0.0001119526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998233,0.0005455862,0.0001426034,0.0002310393,0.0003819711,0.0003990975,0.000005412549,0.00001090064,0.00005038465],"genre_scores_gemma":[0.9988005,0.000131969,0.0004170252,0.0001309479,0.00006635366,0.000003548163,0.000009332852,0.000007327932,0.0004330331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1173694,"threshold_uncertainty_score":0.5176513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110544217233793,"score_gpt":0.3222393496085258,"score_spread":0.3111339074361879,"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."}}