{"id":"W4417482433","doi":"10.5376/ija.2025.15.0029","title":"Advances in Yellow Catfish Reproductive Biology: Implications for Aquaculture","year":2025,"lang":"","type":"article","venue":"International Journal of Aquaculture","topic":"Reproductive biology and impacts on aquatic species","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Gamete; Reproductive biology; Reproduction; Gametogenesis; Reproductive success","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007533062,0.0003685447,0.0005398461,0.0003182939,0.0001152248,0.00007992895,0.001072194,0.0005880926,0.00002931512],"category_scores_gemma":[0.003229482,0.0002885704,0.0004399541,0.0003216687,0.0004465669,0.00008306904,0.0001417704,0.0004798676,0.000003835924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067425,"about_ca_system_score_gemma":0.0005304273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001220987,"about_ca_topic_score_gemma":0.00009523285,"domain_scores_codex":[0.9974987,0.0001781846,0.001076027,0.0007310631,0.0001618416,0.0003541835],"domain_scores_gemma":[0.9959587,0.0001047864,0.0009718068,0.0004361513,0.002436876,0.00009161822],"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":[0.006395521,0.002077074,0.1398688,0.0001430062,0.003804136,0.00001680663,0.003042582,0.000446549,0.5862184,0.03505521,0.0890838,0.1338481],"study_design_scores_gemma":[0.00310636,0.0009064138,0.02962139,0.0003289939,0.000173379,0.0001592464,0.002074705,0.00001016371,0.066481,0.02636263,0.8703319,0.0004437521],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2750969,0.3811316,0.04330847,0.2409088,0.02474934,0.003732609,0.001963899,0.0000353805,0.029073],"genre_scores_gemma":[0.9667667,0.02229508,0.002416093,0.001222814,0.002469589,0.00003827164,0.0002913535,0.00002086186,0.004479289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7812482,"threshold_uncertainty_score":0.9999567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288652572583524,"score_gpt":0.3514041721167642,"score_spread":0.3385176463909289,"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."}}