{"id":"W4409892664","doi":"10.1016/j.watbs.2025.100414","title":"SOCS8 deficiency models MAFLD-like progression in the zebrafish gut‒liver axis","year":2025,"lang":"en","type":"article","venue":"Water Biology and Security","topic":"Digestive system and related health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture","funders":"Chinese Academy of Sciences","keywords":"Zebrafish; Psychology; Medicine; Biology; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002880353,0.0007189059,0.0003402533,0.0009886463,0.0003801343,0.0003523892,0.0003220135,0.0007485539,0.004362877],"category_scores_gemma":[0.0003188347,0.000366392,0.0008423851,0.000182028,0.0006630446,0.0004729284,0.000658054,0.001568705,0.000706205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007918967,"about_ca_system_score_gemma":0.0006534356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004068352,"about_ca_topic_score_gemma":0.009448885,"domain_scores_codex":[0.9996819,0.00002522195,0.00003935244,0.00008619867,0.00008396292,0.00008330189],"domain_scores_gemma":[0.9996388,0.00002805622,0.0001332085,0.00002351933,0.00003620734,0.0001401644],"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":[0.0004637551,0.00006381924,0.001591626,0.000140794,0.00001558218,0.0004918514,0.0001029153,0.0002162932,0.9940947,0.000433689,0.0004230173,0.001962083],"study_design_scores_gemma":[0.0002477372,0.002839588,0.06511077,0.0002020611,0.0001871217,0.002239085,0.0008071417,0.005514463,0.909622,0.001091904,0.01203528,0.0001027925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827855,0.002091556,0.005748676,0.0007129165,0.0002415512,0.0001645171,0.004616993,0.0005645376,0.003073586],"genre_scores_gemma":[0.9765916,0.001357074,0.004215661,0.0004328404,0.00002680598,0.0005620924,0.0023053,0.0001245354,0.01438416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004362877,"threshold_uncertainty_score":0.01459527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009236678909773319,"score_gpt":0.2807150234069171,"score_spread":0.2714783444971438,"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."}}