{"id":"W4414573469","doi":"10.1016/j.jglr.2025.102660","title":"Swimming endurance tests for fish passage design for emerald shiners (Notropis atherinoides) in the upper Niagara River (NY, USA)","year":2025,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Buffalo State College; U.S. Army Corps of Engineers; Engineer Research and Development Center; University at Buffalo","keywords":"Fish <Actinopterygii>; Fish migration; Seawall; Population dynamics of fisheries; Notropis; Population; Emerald; Hydrology (agriculture)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003347547,0.0003846828,0.0002579277,0.0004198382,0.0004276549,0.0002108943,0.0003385399,0.0002590878,0.001113475],"category_scores_gemma":[0.0004512945,0.0001416127,0.000312665,0.0002347085,0.0001661601,0.0002539808,0.0002931383,0.0002787712,0.0002062083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004605817,"about_ca_system_score_gemma":0.0004754222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02734206,"about_ca_topic_score_gemma":0.1316912,"domain_scores_codex":[0.9998212,0.00003399061,0.00002688186,0.00005520557,0.00003552191,0.00002707947],"domain_scores_gemma":[0.9996891,0.00004196725,0.00007178124,0.00001626307,0.00009943338,0.00008152759],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00321934,0.001489745,0.4534709,0.0001764106,0.0001372846,0.000322816,0.002028954,0.001158262,0.5045649,0.0001034623,0.0007615425,0.03256645],"study_design_scores_gemma":[0.00002676418,0.003223359,0.9792733,0.000009894959,0.00004177255,0.00006794537,0.0004418358,0.0007635174,0.01568966,0.00001437196,0.0004367695,0.00001081153],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988978,0.00002694323,0.0003380326,0.000008614636,0.000002505685,0.00003986116,0.0002022234,0.000007642298,0.0004763198],"genre_scores_gemma":[0.9931089,0.00005531901,0.002957968,0.00004064585,0.000002985545,0.0002928394,0.0008719547,0.000007559103,0.002661812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02734206,"threshold_uncertainty_score":0.05436581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0677403158891429,"score_gpt":0.3492423086823018,"score_spread":0.2815019927931589,"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."}}