{"id":"W7000905953","doi":"","title":"Gravel bar inundation frequency: an indicator for the ecological potential of a river","year":2017,"lang":"en","type":"article","venue":"Hydraulic Engineering Repository (HENRY) (Bundesanstalt für Wasserbau)","topic":"Numerical methods in inverse problems","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Elevation (ballistics); Vegetation (pathology); Hydrology (agriculture); Flood myth; Water level; Return period; Range (aeronautics); Floodplain","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":[0.0001746484,0.0001709003,0.0001422401,0.001039485,0.0001738209,0.0003936949,0.0001742297,0.0002383598,0.0007882693],"category_scores_gemma":[0.0008012395,0.0001034671,0.0001043731,0.0005975597,0.0002805146,0.0003384395,0.0003424191,0.0001267262,0.0001197942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001959337,"about_ca_system_score_gemma":0.0001122284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001762119,"about_ca_topic_score_gemma":0.00444277,"domain_scores_codex":[0.9998724,0.00002908307,0.00001365692,0.00002940875,0.0000310853,0.00002419765],"domain_scores_gemma":[0.9992763,0.0002213906,0.0003162088,0.00004014917,0.00005130384,0.00009464312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001030592,0.00003683004,0.9803622,0.0000211506,0.00002436984,0.00007124087,0.0001480387,0.001890599,0.01218633,0.0000502166,0.00004651723,0.005059458],"study_design_scores_gemma":[0.000001359882,0.0001041025,0.9951267,0.000001888171,0.00000810799,0.0001385291,0.0001472063,0.003562225,0.0007692511,0.00003904724,0.00009618679,0.000005409632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995831,0.00001288106,0.0001672844,0.000001974414,3.164508e-7,0.000001360752,0.00004331665,0.000006357756,0.0001835534],"genre_scores_gemma":[0.9997265,0.000006928227,0.0001375669,7.102322e-7,5.904806e-7,0.000001145297,0.00006152911,7.598903e-7,0.00006421177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001762119,"threshold_uncertainty_score":0.00350368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03793282074259628,"score_gpt":0.323318831961137,"score_spread":0.2853860112185407,"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."}}