{"id":"W3160025756","doi":"10.5194/egusphere-egu21-9274","title":"Do Beaver Dam Analogues Really Mimic Beaver Dams?","year":2021,"lang":"en","type":"article","venue":"","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security","funders":"","keywords":"Beaver; Riparian zone; Ecosystem engineer; STREAMS; Stream restoration; Habitat; Castor canadensis; Environmental science; Natural (archaeology); Ecosystem; Ecology; Sediment; Hydrology (agriculture); Geography; Geology; Computer science; Biology; Archaeology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001431464,0.0002895871,0.0002757964,0.0004870431,0.0007708468,0.001788942,0.0007028901,0.001516197,0.008756122],"category_scores_gemma":[0.0103978,0.000262702,0.0002455972,0.0004924627,0.002847479,0.002797884,0.001159182,0.0008318441,0.001848628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006752788,"about_ca_system_score_gemma":0.0006880892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003971079,"about_ca_topic_score_gemma":0.01085279,"domain_scores_codex":[0.9991854,0.000359241,0.00004164937,0.0001136108,0.0002319239,0.00006810304],"domain_scores_gemma":[0.9980969,0.00063303,0.0004408112,0.0003318022,0.0002640405,0.0002334602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006519543,0.0002871395,0.04754167,0.001635981,0.0001397438,0.002778679,0.006520706,0.008862161,0.008837146,0.3225495,0.08010173,0.5200936],"study_design_scores_gemma":[0.00008675216,0.0008094041,0.02914165,0.00076014,0.0001491506,0.006505562,0.005966001,0.005917789,0.005996641,0.08975536,0.8547516,0.0001598495],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.445839,0.0177794,0.1116654,0.0340357,0.009289919,0.0004830005,0.001403096,0.002237629,0.3772669],"genre_scores_gemma":[0.9178909,0.008410661,0.04038025,0.004173086,0.0003411549,0.0001473062,0.0003930992,0.0002445991,0.02801879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008756122,"threshold_uncertainty_score":0.02929217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511508120381109,"score_gpt":0.2256169849511702,"score_spread":0.2105019037473591,"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."}}