{"id":"W1985535705","doi":"10.1080/03632415.2014.883570","title":"Understanding Barotrauma in Fish Passing Hydro Structures: A Global Strategy for Sustainable Development of Water Resources","year":2014,"lang":"en","type":"article","venue":"Fisheries","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Hydropower; Livelihood; Resource (disambiguation); Fishery; Sustainable development; Population; Juvenile fish; Freshwater fish; Business; Biodiversity; Fish <Actinopterygii>; Environmental planning; Environmental resource management; Environmental science; Geography; Ecology; Agriculture; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002728513,0.0001105082,0.0001610922,0.00002529672,0.0002927924,0.00003652165,0.0001349203,0.00005687375,0.0003565991],"category_scores_gemma":[0.0000423051,0.00008793723,0.00002393604,0.00009162992,0.000209499,0.0002227635,0.0002016588,0.00004191069,0.000003365156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000276984,"about_ca_system_score_gemma":0.000005953247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008886379,"about_ca_topic_score_gemma":0.008753856,"domain_scores_codex":[0.9990827,0.00003129599,0.000207975,0.0002027737,0.0001089834,0.0003662446],"domain_scores_gemma":[0.9997914,0.00003851199,0.00004743309,0.00009257973,0.000005880251,0.00002414881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002350479,0.0001077142,0.9213853,0.0004575354,0.0001006427,0.00001343262,0.0166489,0.003264763,0.0001493672,0.009292104,0.04564773,0.002697394],"study_design_scores_gemma":[0.0008353529,0.0001644278,0.8127347,0.00002284439,0.00001738771,9.791631e-7,0.01844224,0.0002692972,0.001519297,0.07071688,0.09498131,0.0002953396],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9456024,0.000002269062,0.003463091,0.0005426106,0.00004285335,0.0002702466,0.000002110547,0.00002418587,0.05005029],"genre_scores_gemma":[0.997733,0.000001296526,0.00124645,0.000193571,0.00001183486,0.0000440047,0.000006543406,0.000006014454,0.0007573163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1086507,"threshold_uncertainty_score":0.4884857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03820640674083196,"score_gpt":0.2323741497625097,"score_spread":0.1941677430216777,"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."}}