{"id":"W4412993768","doi":"10.1029/2025wr040021","title":"Evaluating the Impact of Sediment Seeding Strategies in Pool‐Riffle Restoration: Experimental Insights Into Hydraulic and Spawning Habitat Performance","year":2025,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Stantec (Canada); Burnaby Hospital; University of Waterloo; McMaster University","funders":"","keywords":"Riffle; Seeding; Sediment; Environmental science; Habitat; Restoration ecology; Hydrology (agriculture); Stream restoration; Geology; Ecology; Geotechnical engineering; Geomorphology; 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":[0.0003881366,0.0003193674,0.0003408977,0.0001847058,0.0002360181,0.0003208545,0.0003170826,0.0002285688,0.0008472573],"category_scores_gemma":[0.0006347183,0.0001461928,0.00026703,0.0001409714,0.0003416808,0.0003260153,0.0003310769,0.0003860636,0.00007576447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004332477,"about_ca_system_score_gemma":0.0004807069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005480116,"about_ca_topic_score_gemma":0.01022222,"domain_scores_codex":[0.9998424,0.00003528628,0.00001082875,0.00003726036,0.00003157667,0.00004256735],"domain_scores_gemma":[0.9995659,0.0001271024,0.00008951491,0.0000498777,0.0000599416,0.0001076347],"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":[0.002656252,0.002875538,0.06579455,0.0002500433,0.0001302505,0.000314744,0.0004786164,0.08809688,0.8144993,0.0003428483,0.0003392345,0.02422179],"study_design_scores_gemma":[0.0003203131,0.03962817,0.3129229,0.00005099618,0.0002892492,0.0002168527,0.00115887,0.351797,0.2917396,0.0004509361,0.001286454,0.0001387109],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996116,0.00001153941,0.0002555215,0.000003474012,0.000001180852,0.000006664218,0.00002199141,0.000007045936,0.00008104809],"genre_scores_gemma":[0.9992232,0.00001581726,0.0005426113,0.000004912947,6.294038e-7,0.00001748048,0.00003677886,0.00000286133,0.0001557176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005480116,"threshold_uncertainty_score":0.01089644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05202366476237873,"score_gpt":0.3817014847561813,"score_spread":0.3296778199938025,"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."}}