{"id":"W6959201253","doi":"10.6084/m9.figshare.c.7788899.v1","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":"other","venue":"Figshare","topic":"Nitrogen and Sulfur Effects on Brassica","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Snail; Flooding (psychology); Three gorges; Quartile; Climate change; Ecosystem","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001087151,0.0005067557,0.0003045381,0.001160311,0.0005097922,0.0004826979,0.0003443655,0.0003081256,0.0008619752],"category_scores_gemma":[0.001377457,0.0003272837,0.0006769648,0.001207788,0.0005398777,0.0007852165,0.0008284588,0.0003321755,0.0001172536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007569166,"about_ca_system_score_gemma":0.0006654555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02829666,"about_ca_topic_score_gemma":0.03323301,"domain_scores_codex":[0.999648,0.0001221418,0.00002828367,0.00009710305,0.0000339078,0.0000705226],"domain_scores_gemma":[0.9991585,0.0001772951,0.0002608254,0.000101912,0.0001465745,0.0001548737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004326527,0.0000469145,0.9964523,0.000009562962,0.00007966768,0.0001587945,0.0003957635,0.0004142629,0.0002223874,0.00002869711,0.0001524921,0.001995766],"study_design_scores_gemma":[0.000004018049,0.00004450971,0.9977813,0.000003878592,0.00002538761,0.00005030521,0.0005846416,0.001190979,0.00005109755,0.00002805736,0.0002299316,0.000005849929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995137,0.00003633227,0.0001055081,0.00002297787,0.000001217996,0.000004409989,0.0002519594,0.000002821892,0.00006112042],"genre_scores_gemma":[0.9992085,0.00004407198,0.00009818679,0.000008008029,0.00000320486,0.00001270249,0.000508607,0.000001553208,0.0001151332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02829666,"threshold_uncertainty_score":0.05626386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008415397526768785,"score_gpt":0.254100714462998,"score_spread":0.2456853169362292,"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."}}