{"id":"W2134047137","doi":"10.1002/esp.1658","title":"Defining and measuring braiding intensity","year":2008,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":267,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Parks Canada","keywords":"Sinuosity; Flume; Channel (broadcasting); Braid; Statistics; Hydrograph; Hydrology (agriculture); Scale (ratio); Mathematics; Sampling (signal processing); Sensitivity (control systems); Geometry; Geology; Flow (mathematics); Computer science; Geotechnical engineering; Geography; Cartography","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":[0.0001618583,0.0001248494,0.0001566038,0.00001379978,0.0004054712,0.00001936877,0.00006148987,0.00006111056,0.0002174175],"category_scores_gemma":[0.00003823212,0.00009237906,0.00001278446,0.0001330151,0.0002060994,0.0003924245,0.00006129265,0.0001224633,0.00003875942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004045972,"about_ca_system_score_gemma":0.00001440647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001050147,"about_ca_topic_score_gemma":0.0002072256,"domain_scores_codex":[0.9992356,0.000005920876,0.0001250548,0.000258376,0.000138326,0.0002367155],"domain_scores_gemma":[0.9997432,0.00003840099,0.00003909665,0.00006575566,0.00001290383,0.0001006167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003721873,0.00001629745,0.9965318,0.00007709426,0.000008710583,0.00001866235,0.001443031,0.0003072278,0.0003645716,0.00001797008,0.0000284061,0.001148975],"study_design_scores_gemma":[0.001062632,0.0002220283,0.9572624,0.00009781485,0.00003423127,0.0005105094,0.0003505146,0.00104088,0.02495926,0.0007269975,0.01311554,0.0006171847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948297,0.00157965,0.0002426114,0.0001448491,0.0000280167,0.00006561745,0.000001887005,0.00005982395,0.003047817],"genre_scores_gemma":[0.9978693,0.0008564614,0.0007393482,0.0001921464,0.000009383279,0.000002032577,0.000003737942,0.000008024758,0.0003195572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03926942,"threshold_uncertainty_score":0.3767109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387954978152514,"score_gpt":0.1925225550690569,"score_spread":0.1786430052875317,"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."}}