{"id":"W3036909671","doi":"","title":"Comparison of Bed Load Formulae with Morphologic Transport Estimates, Lower Fraser River, British Columbia","year":2002,"lang":"en","type":"article","venue":"AGUFM","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geology; Hydrology (agriculture); Bed load; Geography; Geomorphology; Geotechnical engineering; Sediment transport","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001190167,0.0003316297,0.0002666159,0.003243931,0.001118742,0.001414994,0.001121824,0.0002603316,0.003320938],"category_scores_gemma":[0.005805531,0.0002842693,0.0002570035,0.003869174,0.0003308005,0.0004883691,0.0005090277,0.0002793031,0.0008244275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01197659,"about_ca_system_score_gemma":0.005204801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9194051,"about_ca_topic_score_gemma":0.9506484,"domain_scores_codex":[0.9994821,0.00008473695,0.00004774575,0.00007636628,0.0002691787,0.00003988668],"domain_scores_gemma":[0.9981489,0.0003718201,0.0001402823,0.0001384639,0.001150815,0.0000497117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000486785,0.0001436853,0.6039831,0.000196863,0.0001300963,0.0002635642,0.0008386829,0.0977849,0.003078877,0.005453862,0.01318804,0.2744516],"study_design_scores_gemma":[0.00007762155,0.00006265575,0.7386611,0.00008887192,0.00009184003,0.0001301986,0.0009217694,0.2449583,0.00325878,0.001177957,0.01049883,0.00007194096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596675,0.0003871556,0.01438718,0.0002273584,0.00002648929,0.0001250346,0.008727465,0.001258259,0.01519349],"genre_scores_gemma":[0.9749007,0.0002796643,0.01560932,0.00002234518,0.000004488414,0.00005750054,0.004213629,0.0002163551,0.004695936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0805949,"threshold_uncertainty_score":0.162139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313047824062098,"score_gpt":0.220039015257384,"score_spread":0.206908537016763,"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."}}