{"id":"W4404843852","doi":"10.1016/j.jglr.2024.102489","title":"Hydraulic characteristics of effective sea lamprey barriers","year":2024,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada; U.S. Fish and Wildlife Service; Great Lakes Fishery Commission","keywords":"Lamprey; Environmental science; Fishery; Biology","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0001588475,0.0001216861,0.0001861281,0.0005207111,0.0002565224,0.0004897136,0.0002059285,0.0001798134,0.0005945337],"category_scores_gemma":[0.0005932517,0.0001308775,0.0001140593,0.0002479306,0.0003527132,0.0003798317,0.0003053944,0.000156066,0.00006716752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004874602,"about_ca_system_score_gemma":0.0003543205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005189796,"about_ca_topic_score_gemma":0.007447533,"domain_scores_codex":[0.999916,0.000009921489,0.000007037288,0.00002439845,0.00001906542,0.00002358684],"domain_scores_gemma":[0.9996425,0.00006106927,0.00009405684,0.00002026646,0.00009680645,0.00008542463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004416712,0.000132539,0.3953361,0.0001432365,0.00008775437,0.0005922475,0.0009136288,0.06000514,0.522628,0.001845769,0.0003595683,0.01751435],"study_design_scores_gemma":[0.00001659822,0.0004165483,0.880608,0.00001660652,0.00007235246,0.0002474684,0.0008398937,0.08810683,0.02784286,0.0004338466,0.001326428,0.00007259485],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992535,0.00002332274,0.0004623478,0.000004075248,5.355257e-7,0.000001790001,0.00003832584,0.0000105713,0.0002056331],"genre_scores_gemma":[0.9996785,0.00001197025,0.0001798963,0.000001182396,2.779694e-7,0.000001874213,0.00004119601,0.000002539827,0.00008264783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005189796,"threshold_uncertainty_score":0.01031917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872756501845672,"score_gpt":0.2876536433383823,"score_spread":0.2689260783199256,"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."}}