{"id":"W2020308455","doi":"10.4319/lo.2007.52.2.0577","title":"Biostabilization of cohesive sediment beds in a freshwater wave‐dominated environment","year":2007,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Environment and Climate Change Canada","funders":"","keywords":"Biofilm; Flume; Sediment; Microbial population biology; Temperature gradient gel electrophoresis; Environmental chemistry; Shear stress; Cyanobacteria; Chemistry; Geology; Bacteria; Materials science; Geomorphology; Composite material","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":[],"consensus_categories":[],"category_scores_codex":[0.0003133423,0.0001125457,0.0001611926,0.0001644449,0.00004060564,0.000003492598,0.00006733289,0.0001257435,0.0003370919],"category_scores_gemma":[0.00000691763,0.0000995337,0.00003859892,0.0002429409,0.0002522367,0.00007153624,0.0001399081,0.0000820589,0.00001670642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003859025,"about_ca_system_score_gemma":0.00000185726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007843665,"about_ca_topic_score_gemma":0.001954664,"domain_scores_codex":[0.9990844,0.00004002136,0.0002790938,0.0002333764,0.0001081174,0.0002550226],"domain_scores_gemma":[0.9996628,0.00005460989,0.0000808784,0.0001438933,0.000003220428,0.00005460767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009011493,0.0001181684,0.990993,0.00001563438,0.00001396369,0.00001498646,0.0007626327,0.0001202127,0.005705042,0.0001038393,0.00003593405,0.002026527],"study_design_scores_gemma":[0.0009507057,0.0002996088,0.9822689,0.00002064035,0.00001997422,0.0000178169,0.0005685465,0.002318976,0.01055563,0.0008974411,0.001883414,0.0001983685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980657,0.0000822424,0.0006922805,0.00008434735,0.00006055906,0.000208755,0.00001352759,0.00001343065,0.0007791264],"genre_scores_gemma":[0.9991504,0.00008881882,0.0006345356,0.00005586433,0.000005310251,0.000003754872,0.00002145069,0.000006977711,0.00003290962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008724064,"threshold_uncertainty_score":0.4058867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0043319029155779,"score_gpt":0.1814179081315288,"score_spread":0.1770860052159509,"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."}}