{"id":"W2073537287","doi":"10.1007/s00267-003-3080-9","title":"Deflector Designs for Fish Habitat Restoration","year":2004,"lang":"en","type":"article","venue":"Environmental Management","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Concordia University","funders":"","keywords":"Flume; Erosion; Flow (mathematics); Channel (broadcasting); Bank erosion; Environmental science; Hydrology (agriculture); Current (fluid); Geotechnical engineering; Flow conditions; Geology; Geomorphology; Physics; Mechanics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001406592,0.0001609983,0.0001039296,0.00003072855,0.0002198822,0.00001632466,0.0001905236,0.00005857514,0.001441166],"category_scores_gemma":[0.000002353601,0.000162717,0.00006240235,0.00007278263,0.0001476402,0.0002556606,0.00007011665,0.0000607141,0.0007297691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002932722,"about_ca_system_score_gemma":0.000002277484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001327521,"about_ca_topic_score_gemma":0.000102542,"domain_scores_codex":[0.998894,0.00001464759,0.0001862913,0.0003797996,0.0002295189,0.0002957165],"domain_scores_gemma":[0.9996598,0.0000149657,0.00004969034,0.0001975105,5.381191e-7,0.00007750471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002379836,0.007932181,0.4106719,0.0005534881,0.0009181155,0.0004741563,0.005135053,0.2479502,0.1535314,0.0214259,0.05511692,0.09391083],"study_design_scores_gemma":[0.006613251,0.001699354,0.6201344,0.00004393134,0.0003214139,0.00001475571,0.0004386603,0.0003316235,0.046715,0.02052577,0.3018164,0.001345514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451713,0.00004260414,0.04437353,0.0009727307,0.0001789935,0.001051894,0.00002131103,0.00008977828,0.008097854],"genre_scores_gemma":[0.9887508,0.00005432629,0.00845955,0.001264248,0.00003051399,0.0002380465,0.00009099633,0.0000203189,0.001091256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2476185,"threshold_uncertainty_score":0.9994717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422608318037465,"score_gpt":0.2179719677954458,"score_spread":0.2037458846150711,"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."}}