{"id":"W4404630428","doi":"10.1016/j.ecolind.2024.112872","title":"The spatiotemporal changes in fish and invertebrate community structure and habitat viability in the Yangtze Estuary","year":2024,"lang":"en","type":"article","venue":"Ecological Indicators","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of British Columbia","funders":"National Key Research and Development Program of China Stem Cell and Translational Research; Natural Sciences and Engineering Research Council of Canada; National Key Research and Development Program of China; China Scholarship Council","keywords":"Estuary; Habitat; Invertebrate; Fishery; Ecology; Fish <Actinopterygii>; Environmental science; Yangtze river; Geography; Biology; China","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001233821,0.00008620178,0.00009600665,0.00003626165,0.0002553473,0.0001168647,0.0002881615,0.00009859136,0.0008340554],"category_scores_gemma":[0.0002130131,0.00004263252,0.00001216582,0.0003959154,0.0008502855,0.000092215,0.0005236643,0.0007498026,0.000005876632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006327908,"about_ca_system_score_gemma":0.000009182677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001197103,"about_ca_topic_score_gemma":0.1053574,"domain_scores_codex":[0.9987171,0.0006089733,0.0001204003,0.0001785917,0.0001571468,0.0002177996],"domain_scores_gemma":[0.9990188,0.0007317591,0.00001811803,0.0001781381,0.000001310958,0.00005190914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007014266,0.00003544254,0.9793208,0.00001150224,0.000002042415,0.00001493131,0.001232281,5.93479e-7,0.00001284123,0.0001104675,0.0008756522,0.01837649],"study_design_scores_gemma":[0.0000685772,0.0001182383,0.978192,0.000002019333,0.00000130859,0.000003243266,0.0005143758,0.0004938724,0.00001427141,0.00438088,0.01615447,0.00005669188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857348,0.00002212156,3.339106e-7,0.008806881,0.00003170503,0.0002750759,0.00000725578,0.00001277883,0.005109035],"genre_scores_gemma":[0.9988634,0.00008674711,0.00001514308,0.0009291527,0.00001144643,0.00003401345,0.000005480809,0.000003333705,0.00005126972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1041603,"threshold_uncertainty_score":0.9132322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01815353671292915,"score_gpt":0.2562505149516414,"score_spread":0.2380969782387123,"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."}}