{"id":"W7161971969","doi":"10.82308/23969","title":"Flow dynamics and bedload sediment transport around paired deflectors for fish habitat enhancement","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bed load; Fish <Actinopterygii>; Motion study; Jetty; Sediment transport","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":[0.0001781588,0.0004502488,0.0003589614,0.0004847264,0.0005029792,0.0006308501,0.0006223037,0.000565054,0.002470263],"category_scores_gemma":[0.0004018998,0.0002680836,0.0004582996,0.0003987867,0.0002168246,0.0004330629,0.0003245398,0.0002712433,0.0003397574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001665202,"about_ca_system_score_gemma":0.001794765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2143964,"about_ca_topic_score_gemma":0.3210832,"domain_scores_codex":[0.9999362,0.000007188253,0.000002718893,0.00001682443,0.00002055354,0.00001650248],"domain_scores_gemma":[0.9998214,0.00004939317,0.00002120635,0.00001384391,0.00007030784,0.00002389115],"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":[0.0003572328,0.000232189,0.05271804,0.0001438068,0.00005987674,0.0003308214,0.000282407,0.8099362,0.08198451,0.0005763402,0.0007532114,0.05262535],"study_design_scores_gemma":[0.00001929958,0.0001038783,0.02086817,0.000009027149,0.00002304381,0.00002220542,0.0001120315,0.9722295,0.005903911,0.0001037713,0.0005825043,0.00002267136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525428,0.00017257,0.04209346,0.0001195927,0.0000225592,0.00005901878,0.0003616411,0.0006647077,0.003963624],"genre_scores_gemma":[0.9812284,0.0001357897,0.01499857,0.00001609685,0.00000291953,0.00003383536,0.0002460525,0.00003554742,0.003302654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2143964,"threshold_uncertainty_score":0.426297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010902206715262,"score_gpt":0.2201900467580581,"score_spread":0.2100810246909055,"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."}}