{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00205669,0.0004407661,0.0002848081,0.001120341,0.0002614896,0.001020863,0.0005411743,0.000476289,0.00206996],"category_scores_gemma":[0.0007617758,0.00009101514,0.0002377144,0.001822955,0.0004981219,0.000631004,0.0004931961,0.0002571569,0.0001949577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503485,"about_ca_system_score_gemma":0.008595005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02482332,"about_ca_topic_score_gemma":0.01803745,"domain_scores_codex":[0.9995359,0.00004724571,0.00007211067,0.00009055821,0.0001620752,0.00009217468],"domain_scores_gemma":[0.9989423,0.0001167456,0.00028087,0.00004278781,0.0004107511,0.0002065193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002266202,0.00009887716,0.04159486,0.004688133,0.0001180046,0.0006742126,0.0005065367,0.001929478,0.02945887,0.006350629,0.009603184,0.9047506],"study_design_scores_gemma":[0.0001227154,0.001394583,0.3971733,0.002227782,0.0003601456,0.001069417,0.001702408,0.002818789,0.01061266,0.003045472,0.5793693,0.0001034072],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3484701,0.5966461,0.003413747,0.01512603,0.0005547106,0.0001073911,0.001050545,0.0002392308,0.03439225],"genre_scores_gemma":[0.557768,0.4249963,0.003726304,0.002425675,0.0002431532,0.00006770459,0.001607375,0.00001504874,0.009150477],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02482332,"threshold_uncertainty_score":0.04935765,"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."}}