{"id":"W2051082054","doi":"10.1139/l04-017","title":"Stream-barb installations for narrow channel bends — a laboratory study","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thalweg; Channel (broadcasting); Bank erosion; STREAMS; Bank; Flow (mathematics); Sediment; Geology; West bank; Hydrology (agriculture); Geotechnical engineering; Engineering; Geomorphology; Geometry; Mathematics; Electrical engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001788481,0.00009038535,0.0001185952,0.0001173107,0.0001040031,0.00001412494,0.0001459808,0.00004538615,0.0003791701],"category_scores_gemma":[0.00003691005,0.00009165533,0.00004090092,0.0001927797,0.00003149072,0.0002255756,0.000003464878,0.0001278182,0.000005419206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001511483,"about_ca_system_score_gemma":0.0002063039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005006039,"about_ca_topic_score_gemma":0.2211482,"domain_scores_codex":[0.9993935,0.000004518479,0.0001938886,0.00008660688,0.00009635434,0.000225186],"domain_scores_gemma":[0.9995208,0.00001532864,0.00005143632,0.00007034124,0.00002269183,0.0003194434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00000525399,0.00003795937,0.01450202,0.0000117611,0.00003379268,0.00009036288,0.002020388,0.9824979,0.0004380754,0.00007420867,0.0002244176,0.00006382316],"study_design_scores_gemma":[0.02270292,0.00811257,0.6630205,0.0006850121,0.001007432,0.0005670418,0.005575388,0.01663223,0.009256627,0.006157795,0.2624072,0.003875311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926939,0.0002687071,0.005241147,0.0003265764,0.0002799073,0.0001519615,0.00002379332,0.0000129267,0.001001065],"genre_scores_gemma":[0.9996539,0.000002120709,0.0001696299,0.00006507747,0.00006519273,0.000006430947,0.000001936545,0.0000128284,0.00002283297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9658657,"threshold_uncertainty_score":0.7930638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006888668478925592,"score_gpt":0.1889590155878156,"score_spread":0.18207034710889,"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."}}