{"id":"W4404995025","doi":"10.1016/j.watbs.2024.100330","title":"Passage efficiency and behavioral performance of Schizothorax davidi through different sections of a long vertical slot fishway","year":2024,"lang":"en","type":"article","venue":"Water Biology and Security","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"National Key Research and Development Program of China; Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Performance improvement; Operations management; Engineering","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":[0.0001119915,0.0002560057,0.0001809699,0.0004521098,0.0004062545,0.0002377361,0.0001742746,0.0001774764,0.0007871295],"category_scores_gemma":[0.000199562,0.0001494407,0.0002187275,0.0002351618,0.0002730622,0.0002626735,0.0003644021,0.000294074,0.00020466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003976399,"about_ca_system_score_gemma":0.0002238484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009812327,"about_ca_topic_score_gemma":0.03325607,"domain_scores_codex":[0.9999186,0.000006512338,0.000006191578,0.00003263646,0.00001580713,0.00002022349],"domain_scores_gemma":[0.9998481,0.00001547319,0.00005113771,0.000008375608,0.00002183226,0.00005506167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004190859,0.000164856,0.7379811,0.00008121198,0.00005826797,0.0003267962,0.001678206,0.0004975791,0.2497932,0.00007342862,0.0001562328,0.008769937],"study_design_scores_gemma":[0.000004152994,0.0004571172,0.9957914,0.000004473475,0.00001606913,0.00008144908,0.0004552856,0.0002744069,0.00269838,0.00001388671,0.0001954136,0.000007912454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996581,0.00001384722,0.00003938037,0.000003226741,6.447964e-7,0.000002977874,0.00006732111,0.000001962815,0.0002126405],"genre_scores_gemma":[0.9987528,0.00003008731,0.0002091066,0.0000119563,9.916089e-7,0.000007782644,0.0002361734,0.000001750081,0.0007494114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009812327,"threshold_uncertainty_score":0.01951045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01218273786858281,"score_gpt":0.2578153745033313,"score_spread":0.2456326366347485,"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."}}