{"id":"W2259731919","doi":"10.1680/wama.14.00134","title":"Impacts of biological activities on erosion of sewer sediments","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Water Management","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Erosion; Sediment; Environmental science; Consolidation (business); Sediment transport; Hydrology (agriculture); Geology; Environmental engineering; Soil science; Geotechnical engineering; Geomorphology","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":[0.0002884245,0.000121777,0.0002156781,0.00004286688,0.00002983479,0.000005000395,0.0002681342,0.00006348959,0.00003058402],"category_scores_gemma":[0.0000141263,0.00003928588,0.0001130992,0.0001975083,0.0001636275,0.0001193094,0.00007275593,0.00005639598,0.000001236898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003165237,"about_ca_system_score_gemma":0.000003853098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003549076,"about_ca_topic_score_gemma":0.000004804346,"domain_scores_codex":[0.9989631,0.000005832871,0.0003169838,0.0001367198,0.0004284703,0.0001489582],"domain_scores_gemma":[0.9996232,0.00001147466,0.0001577174,0.00004155721,0.0001135665,0.00005250076],"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":[0.0003390321,0.0006287075,0.01696057,0.0002231234,0.00008246275,3.310238e-7,0.0008335761,0.0006480067,0.9687633,0.00912345,0.001085034,0.001312401],"study_design_scores_gemma":[0.0005065755,0.0005573098,0.05150969,0.0003577319,0.00003931285,5.662579e-7,0.0009356253,0.00005099599,0.9444551,0.0004718341,0.001007819,0.0001073695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931909,0.00002028855,0.000007749146,0.0002653347,0.0001937747,0.0002466915,0.00001210899,0.00002002272,0.006043059],"genre_scores_gemma":[0.9997566,0.00004214466,0.00004953362,0.00003311107,0.00002015076,0.000007195542,0.00000801456,9.392822e-7,0.00008226799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03454911,"threshold_uncertainty_score":0.1602032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02611343055192027,"score_gpt":0.2082097517742545,"score_spread":0.1820963212223343,"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."}}