{"id":"W4412071461","doi":"10.1016/j.margeo.2025.107616","title":"Study on the response and recovery of beach sediments under the impact of Typhoon “Chaba” (no. 2203) and high-elevation aquaculture pond effluent discharge","year":2025,"lang":"en","type":"article","venue":"Marine Geology","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Guangdong Ocean University; Ministry of Natural Resources","keywords":"Typhoon; Geology; Elevation (ballistics); Oceanography; Effluent; Hydrology (agriculture); Environmental science; Geotechnical engineering; Environmental engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004554124,0.0001041727,0.0001605566,0.00006252054,0.00008232644,0.000008588514,0.0001034027,0.00004467567,0.0002159917],"category_scores_gemma":[0.00009576318,0.00004971661,0.00003129007,0.0001390324,0.0001137423,0.00003957706,0.0001280516,0.0001220056,0.000003844159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000461558,"about_ca_system_score_gemma":0.00003193706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01020347,"about_ca_topic_score_gemma":0.003237323,"domain_scores_codex":[0.9992497,0.0002138501,0.0001652867,0.0001549893,0.00008910613,0.0001270483],"domain_scores_gemma":[0.9992133,0.0004693467,0.0000825085,0.0001698479,0.00004240159,0.00002262819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001501855,0.00008011804,0.9897095,0.00001020835,0.000104947,0.000001394187,0.0002195583,0.0003175098,0.0001432544,0.0004432541,0.0003650525,0.007103368],"study_design_scores_gemma":[0.0004364952,0.001143659,0.9943582,0.000005433135,0.00002387853,0.000003751177,0.0004014194,0.0008012743,0.00001774611,0.002614607,0.0001452176,0.00004830998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966409,0.0000497491,0.000009323257,0.001238509,0.0001179277,0.0003041745,0.00004386299,0.000005092863,0.001590498],"genre_scores_gemma":[0.9970445,0.00002993575,0.00001066204,0.0001375127,0.00001255848,0.000002045193,0.0000772753,0.000001552219,0.002683966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007055058,"threshold_uncertainty_score":0.9963877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008020601558223735,"score_gpt":0.2358824849420399,"score_spread":0.2278618833838161,"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."}}