{"id":"W4285087123","doi":"10.3389/fmars.2022.921595","title":"Species and Functional Dynamics of the Demersal Fish Community and Responses to Disturbances in the Pearl River Estuary","year":2022,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; Fundamental Research Funds for the Central Universities; Sun Yat-sen University; National Natural Science Foundation of China-Guangdong Joint Fund; National Natural Science Foundation of China","keywords":"Demersal fish; Demersal zone; Fishing; Fishery; Estuary; Ecology; Coastal fish; Ecosystem; Geography; Environmental science; Biology; 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":[0.001671387,0.0000586143,0.00007835303,0.00007309939,0.0005793056,0.00003575596,0.0006618486,0.000009597289,0.0002896997],"category_scores_gemma":[0.0002222325,0.00003917217,0.0000121598,0.001002516,0.002285693,0.0001667787,0.003678935,0.0003340744,2.572027e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001464947,"about_ca_system_score_gemma":0.00002980434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003648829,"about_ca_topic_score_gemma":0.002859985,"domain_scores_codex":[0.9987085,0.0002971162,0.0001076367,0.0001660097,0.0005384775,0.0001822882],"domain_scores_gemma":[0.9995756,0.0001148454,0.00002824129,0.0002424826,0.000005916057,0.00003291378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006517515,0.00003477392,0.9840508,0.000002887733,8.017495e-7,0.000001526655,0.001948761,0.00006709494,0.00003258392,0.0001192648,0.002491629,0.0111847],"study_design_scores_gemma":[0.0001015018,0.00006620101,0.9838255,0.000001112106,0.000001093913,0.000004675076,0.007263127,0.00124998,0.000004596186,0.001262099,0.006170849,0.00004925367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749153,0.000004330336,0.00004737747,0.00229911,0.0001359491,0.0001639926,0.00001085772,0.00000224603,0.02242083],"genre_scores_gemma":[0.996062,0.00001709543,0.001303666,0.000344888,0.00000528854,0.00002019816,0.000001927407,0.00000220017,0.002242699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02114673,"threshold_uncertainty_score":0.8421729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412341183832175,"score_gpt":0.2226451642188362,"score_spread":0.2085217523805145,"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."}}