{"id":"W2042047158","doi":"10.1002/rra.1359","title":"Beaver assisted river valley formation","year":2010,"lang":"en","type":"article","venue":"River Research and Applications","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"U.S. Geological Survey","keywords":"Beaver; Overbank; Floodplain; Willow; Sediment; Hydrology (agriculture); Ecosystem engineer; Vegetation (pathology); Erosion; Deposition (geology); Environmental science; Ephemeral key; Geology; Ecosystem; Ecology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002207093,0.00004312937,0.00004475105,0.00003184306,0.0007841453,0.0000172069,0.0001334232,0.00005383559,0.0004684298],"category_scores_gemma":[0.00001677664,0.00003699625,0.00001365499,0.0001732896,0.001009224,0.0001611022,0.0002773234,0.0002216839,0.001739506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002534634,"about_ca_system_score_gemma":0.000004092542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370382,"about_ca_topic_score_gemma":0.0003713511,"domain_scores_codex":[0.9994253,0.00002253361,0.00005392411,0.0001551094,0.0001620799,0.0001810529],"domain_scores_gemma":[0.9996776,0.00006936228,0.00001531483,0.000134363,0.00002496051,0.0000783865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003583098,0.000540492,0.7591926,0.00002144169,0.00004106262,0.000005294534,0.002334464,0.000003716506,0.02710781,0.01729361,0.1261627,0.06726097],"study_design_scores_gemma":[0.000151885,0.00003296984,0.7583193,8.020174e-7,0.000003964398,0.000003893544,0.0001137758,0.00004975285,0.0003880495,0.006686964,0.2341902,0.00005837793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695194,0.00001598061,0.0005804059,0.001681602,0.00001795823,0.0004175818,0.00001998681,0.00003100332,0.02771605],"genre_scores_gemma":[0.9960791,0.00007444178,0.001396946,0.00008089921,0.00003108549,0.00008250237,0.00001407479,0.000002007411,0.00223895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1080275,"threshold_uncertainty_score":0.9990377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05078173153668133,"score_gpt":0.3137009552205473,"score_spread":0.262919223683866,"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."}}