{"id":"W25821888","doi":"10.2166/wqrj.2002.031","title":"Effectiveness of Isolated Pipeline Crossing Techniques to Mitigate Sediment Impacts on Brook Trout Streams","year":2002,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Trout; Salvelinus; Fontinalis; Environmental science; STREAMS; Sediment; Habitat; Hydrology (agriculture); Culvert; Flume; Abundance (ecology); Fishery; Fish <Actinopterygii>; Ecology; Flow (mathematics); Geology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003612071,0.0003371169,0.0001906602,0.0003334485,0.0004426927,0.0002488173,0.00032648,0.0001693885,0.0007145573],"category_scores_gemma":[0.0009609606,0.00009201942,0.0001817398,0.000172972,0.0002379177,0.0001806181,0.0002866755,0.0001874126,0.00005958441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005968616,"about_ca_system_score_gemma":0.0008071586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007789262,"about_ca_topic_score_gemma":0.02866621,"domain_scores_codex":[0.9996732,0.00008775814,0.00002123654,0.00006313331,0.00009825989,0.0000563315],"domain_scores_gemma":[0.9990049,0.0001889205,0.0004486452,0.00006594937,0.0001238115,0.0001677335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003960024,0.004470105,0.2823619,0.0006690236,0.0006503232,0.0006759023,0.001202342,0.03597724,0.3081351,0.0003692639,0.001091764,0.3604371],"study_design_scores_gemma":[0.0001804061,0.01697715,0.8912326,0.00008919993,0.0003740467,0.0003662441,0.000928218,0.01579001,0.07093899,0.0002307137,0.002848164,0.00004417132],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992163,0.00007769504,0.0004046337,0.000007346978,0.0000019926,0.000009203784,0.00001123568,0.0000144057,0.0002571279],"genre_scores_gemma":[0.9987715,0.00006202055,0.0008832027,0.000006395901,0.000002332571,0.000007889204,0.00003836819,0.00000191259,0.0002263395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007789262,"threshold_uncertainty_score":0.01548785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05977182755454827,"score_gpt":0.371291200841142,"score_spread":0.3115193732865937,"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."}}