{"id":"W1540456648","doi":"10.1007/s11368-008-0008-2","title":"Bernd Westrich, Ulrich Förstner (Eds.): Sediment dynamics and pollutant mobility in rivers—an interdisciplinary approach","year":2008,"lang":"en","type":"article","venue":"Journal of Soils and Sediments","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Sediment; Environmental science; Pollutant; Hydrology (agriculture); Geology; Ecology; Geomorphology; Geotechnical engineering; Biology","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":[0.0004803825,0.0001868106,0.0002905702,0.0003880653,0.000230083,0.00008959005,0.0001864715,0.0001458616,0.00003387676],"category_scores_gemma":[0.00001316816,0.0001660971,0.0000470969,0.0003990548,0.0001029968,0.001934078,0.0003821659,0.0004355405,0.000002106146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002150009,"about_ca_system_score_gemma":0.00003677045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001040333,"about_ca_topic_score_gemma":0.00001303821,"domain_scores_codex":[0.9985363,0.00001942845,0.0004753818,0.0002354367,0.0004996793,0.000233788],"domain_scores_gemma":[0.9991828,0.00001779271,0.0004872171,0.0001310506,0.0001309953,0.0000501665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008079247,0.003301218,0.9644771,0.0002628785,0.000313344,0.0005122673,0.002103626,0.002401572,0.0007645753,0.004268895,0.002093009,0.01869362],"study_design_scores_gemma":[0.01005825,0.0004407018,0.7631185,0.0002580728,0.0002714926,0.0003242058,0.008509099,0.2095017,0.0001165191,0.004527202,0.001879159,0.0009950614],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951804,0.00009054597,0.0005662209,0.0005140549,0.0001760385,0.0001601109,0.000006942756,0.00001052484,0.00329517],"genre_scores_gemma":[0.9984169,0.00007024952,0.0006374843,0.0003811964,0.0002398077,0.000001020503,0.000008645077,0.00001320643,0.0002314632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2071001,"threshold_uncertainty_score":0.6773243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01958200174459367,"score_gpt":0.2379114109949185,"score_spread":0.2183294092503248,"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."}}