{"id":"W4413900599","doi":"10.1111/raq.70085","title":"Status of Red Swamp Crayfish Aquaculture and Genetic Improvement in China","year":2025,"lang":"en","type":"article","venue":"Reviews in Aquaculture","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Agriculture","funders":"Temasek Life Sciences Laboratory","keywords":"Crayfish; Aquaculture; Swamp; Fishery; Shellfish; China; Procambarus clarkii; Biology; Aquatic animal; Geography; Ecology; Fish <Actinopterygii>","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002651597,0.0001659272,0.0004293631,0.00004585526,0.00003713884,0.000006401582,0.0001645635,0.0002118811,0.0005842846],"category_scores_gemma":[0.0001307006,0.0001175275,0.00005563823,0.0004006441,0.000150126,0.00005789018,0.0001699634,0.0002640861,0.00003607874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001501268,"about_ca_system_score_gemma":0.00001138461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299485,"about_ca_topic_score_gemma":0.004558679,"domain_scores_codex":[0.9986188,0.0001364131,0.0004762406,0.0003539666,0.00006547691,0.0003490566],"domain_scores_gemma":[0.9995852,0.00002198321,0.0001224305,0.0002128695,0.000003818928,0.00005375315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003870202,0.0001790073,0.893167,0.0002155401,0.00001236675,0.00001450155,0.001063131,0.0000703756,0.02361319,0.000205805,0.01897338,0.06244702],"study_design_scores_gemma":[0.0004651055,0.00006688061,0.751548,0.0001169261,0.00001166201,0.000002744122,0.0001070493,0.00003722252,0.0002988563,0.0006178475,0.2466117,0.0001160098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720695,0.0159105,0.00001857636,0.0007511488,0.0000989328,0.0009373152,0.00001096458,0.0000100592,0.01019303],"genre_scores_gemma":[0.9340577,0.05951095,0.001907182,0.0009969315,0.00001682212,0.0001014133,0.00002782355,0.000009030749,0.003372216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2276383,"threshold_uncertainty_score":0.6397507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01069410980140115,"score_gpt":0.2651629851743988,"score_spread":0.2544688753729977,"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."}}