{"id":"W4412422519","doi":"10.1016/j.aquaculture.2025.742951","title":"The novel model INEDM and two traditional models for estimating the carrying capacity of Hong Kong oyster (Crassostrea hongkongensis) in two aquaculture systems in Guangdong Province of China","year":2025,"lang":"en","type":"article","venue":"Aquaculture","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Agriculture","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Key Technologies Research and Development Program of Guangzhou; Guangdong Science and Technology Department; Guangzhou Municipal Science and Technology Bureau; Department of Agriculture of Guangdong Province; National Natural Science Foundation of China","keywords":"Biology; Aquaculture; Oyster; Fishery; Crassostrea; Carrying capacity; China; Shellfish; Aquatic animal; 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":[0.0006134516,0.0002943567,0.0004320703,0.00004503987,0.000329071,0.00005952121,0.0003674114,0.00009615678,0.000001959379],"category_scores_gemma":[0.0001420835,0.0001596019,0.0001240026,0.0003762636,0.0003825285,0.0003332668,0.0002333366,0.0003429936,3.664669e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001477021,"about_ca_system_score_gemma":0.00003242712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003572159,"about_ca_topic_score_gemma":0.01421499,"domain_scores_codex":[0.9981894,0.00008252526,0.0006002264,0.0004180168,0.0003526714,0.0003571231],"domain_scores_gemma":[0.9991412,0.0002330637,0.0002779143,0.000264576,0.00004400023,0.00003923601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000118069,0.0002742707,0.05634031,0.0005818263,0.0001855006,0.000003638893,0.01103294,0.8246714,0.04180437,0.06168671,0.001743788,0.001557188],"study_design_scores_gemma":[0.001740544,0.00003998418,0.03750682,0.0005136215,0.00008324521,0.000009533589,0.002569915,0.9453173,0.0008577556,0.01095439,0.0001012511,0.0003055951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775698,0.0007192504,0.01272154,0.00144926,0.0001430847,0.001744417,0.0002157314,0.00002361484,0.005413331],"genre_scores_gemma":[0.9953068,0.00002503669,0.003999056,0.00007587259,0.00004616544,0.0001287912,0.00001937757,0.00001301476,0.0003858861],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.120646,"threshold_uncertainty_score":0.7932301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902381335995095,"score_gpt":0.2633586905245581,"score_spread":0.2343348771646071,"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."}}