{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008670852,0.0001183577,0.0001783137,0.00004761753,0.000153418,0.00001270554,0.0003680612,0.00007968066,0.00004661623],"category_scores_gemma":[0.0001206917,0.0000547022,0.00001624401,0.0001661278,0.0005481349,0.00006208521,0.0004278614,0.0001764754,0.00001324467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002390648,"about_ca_system_score_gemma":0.000002296198,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397914,"about_ca_topic_score_gemma":0.0687665,"domain_scores_codex":[0.9987046,0.0005858888,0.0002339019,0.0001551427,0.00005780518,0.0002627101],"domain_scores_gemma":[0.9989879,0.0007375365,0.0000659066,0.0001951061,0.000006325304,0.000007296605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001180919,0.00006914629,0.9852622,0.00002417259,0.00001600246,0.000001522124,0.005166308,0.006881262,0.0007016447,0.0002823866,0.001439295,0.0001442638],"study_design_scores_gemma":[0.0003542026,0.0002909934,0.9906774,0.00003695091,0.00001294202,0.000001294145,0.002529334,0.001211987,0.0001080498,0.004048329,0.0006923061,0.00003621833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952408,0.00002024763,0.000001647268,0.0018153,0.00005938899,0.0003387171,0.00001081792,0.000006687413,0.002506414],"genre_scores_gemma":[0.9955848,0.00006773004,0.00004652679,0.003949894,0.000006904883,0.0001252272,0.00001996483,0.000001919401,0.0001970242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06736859,"threshold_uncertainty_score":0.9482261,"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."}}