{"id":"W1988145040","doi":"10.1038/nature13779","title":"Flow in bedrock canyons","year":2014,"lang":"en","type":"article","venue":"Nature","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Ottawa; Simon Fraser University","funders":"","keywords":"Canyon; Bedrock; Geology; Sediment transport; Flow (mathematics); Geomorphology; Acoustic Doppler current profiler; Sediment; Hydrology (agriculture); Mechanics; Current (fluid); Geotechnical engineering; Oceanography","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":[0.0001334227,0.0001436564,0.0002821917,0.0009930903,0.0006894663,0.0005712239,0.0003010658,0.0003220681,0.00212939],"category_scores_gemma":[0.0004696605,0.0002187587,0.0001120379,0.001015862,0.0007606819,0.0003207478,0.0004148408,0.000149361,0.0001852595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001180739,"about_ca_system_score_gemma":0.0009461819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08821284,"about_ca_topic_score_gemma":0.1927159,"domain_scores_codex":[0.999934,0.00001298542,0.000003447408,0.00001540714,0.000006175073,0.00002801217],"domain_scores_gemma":[0.9998103,0.00004274159,0.00003144596,0.000008496058,0.00003693572,0.00007013147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006434568,0.0001999347,0.960883,0.00006967077,0.00006610636,0.000606821,0.001245138,0.01275486,0.006463437,0.002808327,0.001317289,0.01294189],"study_design_scores_gemma":[0.00003381043,0.00005637564,0.9886858,0.00001177522,0.0000142079,0.00005930771,0.0007815238,0.009112383,0.0001828085,0.000676638,0.0003749728,0.00001042206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992942,0.00003570712,0.00005566451,0.00001941474,0.000002016053,0.000002100352,0.0000700946,0.000005780291,0.0005149643],"genre_scores_gemma":[0.999459,0.00003037327,0.0000693876,0.000004373724,0.000002014573,0.000002139976,0.00008802638,0.000001765569,0.0003429945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08821284,"threshold_uncertainty_score":0.1753988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00268686334052769,"score_gpt":0.2043189725833122,"score_spread":0.2016321092427845,"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."}}