{"id":"W644976598","doi":"","title":"Sediment cascades : an integrated approach","year":2010,"lang":"en","type":"book","venue":"","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sediment; Debris; Debris flow; Archaeology; Sediment transport; Geology; Erosion; Hydrology (agriculture); Oceanography; Geography; Geomorphology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000171665,0.0003148246,0.0003020832,0.00001494016,0.0001255138,0.00006907892,0.0004022937,0.0006981274,0.01124485],"category_scores_gemma":[0.000005266392,0.00008855205,0.0001589035,0.00008297797,0.0001106802,0.00007890457,0.00002796974,0.0006279343,0.0001485625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003632596,"about_ca_system_score_gemma":0.00005668842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000216373,"about_ca_topic_score_gemma":0.0006369063,"domain_scores_codex":[0.9986011,0.00002640266,0.0002562769,0.0004966949,0.0003598382,0.0002596611],"domain_scores_gemma":[0.9994017,0.00003881863,0.00007534304,0.0000960658,0.00006822778,0.00031986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009906899,0.001141861,0.0004553494,0.00004812784,0.0001162733,0.00003561804,0.0002628553,0.000002872221,0.05407643,0.0271362,0.5688333,0.3477921],"study_design_scores_gemma":[0.00009039042,0.0002119814,0.0008633779,0.00001721532,0.00002897853,0.000006913804,0.0001035279,0.00006000578,0.0004267949,0.0004247054,0.9973907,0.0003754233],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01738397,0.00007312459,0.000009523876,0.0004595174,0.0004582649,0.0004340675,0.0001127226,0.0004208755,0.9806479],"genre_scores_gemma":[0.009339022,0.00004876298,0.0004676097,0.001605361,0.0006677039,0.00002730483,0.005301072,0.000002939486,0.9825402],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4285574,"threshold_uncertainty_score":0.989659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516981586790088,"score_gpt":0.211093331782433,"score_spread":0.1859235159145321,"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."}}