{"id":"W2001490953","doi":"10.1002/esp.282","title":"The effects of survey frequency on estimates of scour and fill in a braided river model","year":2002,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Landform; Channel (broadcasting); Geology; Hydrology (agriculture); Digital elevation model; Elevation (ballistics); Series (stratigraphy); Geotechnical engineering; Geomorphology; Geometry; Remote sensing; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002206181,0.000102174,0.0001631855,0.0000147188,0.00007735848,0.000007791044,0.00008663356,0.00005382142,0.00006223486],"category_scores_gemma":[0.0001331638,0.00005857592,0.00001120767,0.0001496942,0.0002901353,0.000160974,0.00002252426,0.00007826169,0.000003901298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002381647,"about_ca_system_score_gemma":0.000007628304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004423955,"about_ca_topic_score_gemma":0.001445031,"domain_scores_codex":[0.9993641,0.00001505364,0.0001698256,0.0001613034,0.0001276334,0.0001621303],"domain_scores_gemma":[0.9994413,0.0003572428,0.00006814071,0.00008227506,0.00001234541,0.00003865181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004877596,0.00007813241,0.9920067,0.0003419001,0.000009396386,0.000002283296,0.001261287,0.004532995,0.0005181298,0.00002796044,0.00002314961,0.001149273],"study_design_scores_gemma":[0.001046014,0.0004590498,0.9495371,0.0001700047,0.00001654288,0.000003077105,0.00003482712,0.02751024,0.01689454,0.004087318,0.00004375648,0.0001975285],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971892,0.001905151,0.00007996847,0.00005932106,0.00001208512,0.0001363884,0.000009777007,0.000007358138,0.000600802],"genre_scores_gemma":[0.9979053,0.0016606,0.0002490489,0.00003770716,0.000001358489,0.000003708749,0.000002628524,0.000005035086,0.0001345738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04246962,"threshold_uncertainty_score":0.2388657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065900597698644,"score_gpt":0.2037772295167319,"score_spread":0.1931182235397455,"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."}}