{"id":"W4409830212","doi":"10.1186/s13071-025-06782-3","title":"Decoding the impact of environmental shifts on snail density dynamics in the Yangtze River basin: a 26-year study","year":2025,"lang":"en","type":"article","venue":"Parasites & Vectors","topic":"Parasites and Host Interactions","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"National Natural Science Foundation of China","keywords":"Snail; Ecology; Environmental science; Physical geography; Flooding (psychology); Climate change; Biology; Hydrology (agriculture); Geography; Geology","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":[0.000284964,0.0001780144,0.0002400678,0.0001376977,0.0002439957,0.00002046086,0.0003234822,0.00009435706,0.0002990234],"category_scores_gemma":[0.00007279735,0.0001032272,0.0001826916,0.00022463,0.0001844926,0.00005862936,0.00006861593,0.000395976,0.0002632056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404764,"about_ca_system_score_gemma":0.00003011773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002084258,"about_ca_topic_score_gemma":0.001171885,"domain_scores_codex":[0.9988537,0.0003707875,0.0002426781,0.0002257212,0.00004823212,0.0002588451],"domain_scores_gemma":[0.998751,0.0007479195,0.00009880106,0.000380108,0.00001133837,0.00001079236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001870468,0.0008138343,0.9895028,0.000002093796,0.0002842444,0.000005342752,0.002595657,0.00005915061,0.004712677,0.0005062968,0.0007091998,0.0006216087],"study_design_scores_gemma":[0.0005158957,0.0003083017,0.9946114,0.00002049004,0.00006685797,0.000008446144,0.003112661,0.00006150667,0.0009200795,0.00008859752,0.0001910534,0.00009469334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973332,0.0002185864,0.00001450735,0.0001439773,0.0002398083,0.0004060047,0.0000537039,0.0000193942,0.001570819],"genre_scores_gemma":[0.9994773,0.00002273694,0.00000573071,0.0001103767,0.00001187826,0.00002048445,0.00002725305,0.000009790676,0.0003144705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005108569,"threshold_uncertainty_score":0.4209484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102201797547598,"score_gpt":0.3018871522325628,"score_spread":0.291666972477803,"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."}}