{"id":"W1971489233","doi":"10.1007/s10346-007-0106-z","title":"Integrating uncertainty: Canyon Creek hyperconcentrated flows of November 1989 and 1990","year":2007,"lang":"en","type":"article","venue":"Landslides","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"BGC Engineering (Canada)","funders":"U.S. Forest Service","keywords":"Canyon; Hyperconcentrated flow; Geology; Hydrology (agriculture); Landslide; Aggradation; Flood myth; Erosion; Magnitude (astronomy); Sediment; Geomorphology; Sediment transport; Geotechnical engineering; Bed load; Fluvial; Geography; Structural basin; Archaeology","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":[0.0003896603,0.0001318955,0.0001981079,0.00002460195,0.00009610461,0.00003123626,0.0001135162,0.0001115186,0.0009270132],"category_scores_gemma":[0.00004758026,0.00009493603,0.00004413881,0.000213366,0.0001312065,0.0001110213,0.00008591792,0.0001593162,0.00002712438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005519976,"about_ca_system_score_gemma":0.00001124334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007814702,"about_ca_topic_score_gemma":0.01659023,"domain_scores_codex":[0.9989331,0.0000214768,0.000281102,0.0002321223,0.0002026594,0.0003295628],"domain_scores_gemma":[0.9995327,0.0000987224,0.00008504627,0.0001493434,0.00001315408,0.000121006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001273548,0.00008996091,0.8702508,0.00003306517,0.00006233851,0.00006457341,0.001758448,0.001246639,0.06859732,0.0001901805,0.001646356,0.05593295],"study_design_scores_gemma":[0.006275453,0.001000209,0.7252445,0.0006050596,0.0002960669,0.0003357501,0.005964679,0.04097522,0.05150758,0.002870677,0.1629263,0.001998498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770169,0.0001722094,0.0003192782,0.00007034707,0.0001106164,0.000107315,0.00001031112,0.00003467799,0.02215832],"genre_scores_gemma":[0.9974396,0.00007868123,0.001757748,0.000137363,0.00004407743,0.000001863087,0.00001313083,0.00001314228,0.0005143517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.16128,"threshold_uncertainty_score":0.9999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007199420653228836,"score_gpt":0.2215435022038102,"score_spread":0.2143440815505814,"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."}}