{"id":"W4416944146","doi":"10.1111/fwb.70148","title":"Evaluating the Influence of Climatic and Hydrologic Variables on Fish Communities in Channelised Agricultural Headwater Streams in the Midwestern <scp>USA</scp>","year":2025,"lang":"en","type":"article","venue":"Freshwater Biology","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Agriculture","keywords":"STREAMS; Abundance (ecology); Relative species abundance; Hydrology (agriculture); Habitat; Fish <Actinopterygii>; Agriculture","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005427408,0.00009893314,0.0001203415,0.0004012845,0.0002886241,0.0004659596,0.0001552605,0.0001123748,0.0006822002],"category_scores_gemma":[0.0005958075,0.00009371667,0.0001699918,0.0004781341,0.000238856,0.0002404115,0.0003126239,0.0001222608,0.0000548254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007031722,"about_ca_system_score_gemma":0.0004288911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06271148,"about_ca_topic_score_gemma":0.1871879,"domain_scores_codex":[0.9998337,0.00005126588,0.00001328158,0.00004542447,0.00002562274,0.00003077057],"domain_scores_gemma":[0.9994187,0.0001424889,0.0002144825,0.00002180841,0.00009119973,0.0001114079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002626986,0.00001220921,0.9981673,0.000002915932,0.0000172766,0.00001606145,0.00008468377,0.0001418267,0.0005306666,0.000006303738,0.00002279444,0.0009715924],"study_design_scores_gemma":[8.474169e-7,0.00001827997,0.9992225,0.000001837008,0.000004532923,0.000006976684,0.0002264138,0.0004229876,0.00004839565,0.000006148739,0.00004012714,9.18812e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998434,0.000008783968,0.00002728455,0.000002913795,2.773556e-7,0.000001626755,0.00007030697,5.670288e-7,0.00004476691],"genre_scores_gemma":[0.999687,0.00001476709,0.00009455461,0.000003909846,6.570069e-7,0.000003589509,0.0001374181,3.619289e-7,0.00005767046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06271148,"threshold_uncertainty_score":0.1246929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02507244727990884,"score_gpt":0.2756187474769911,"score_spread":0.2505463001970822,"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."}}