{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009854679,0.00005358017,0.00005949816,0.00001468772,0.00003522947,0.000002800402,0.0001208346,0.0004637107,0.002073682],"category_scores_gemma":[0.00001889363,0.00004537908,0.00001422906,0.0001212006,0.0000396238,0.00006905672,0.00001557638,0.0007485614,0.0002953311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001744435,"about_ca_system_score_gemma":0.000003351345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000448652,"about_ca_topic_score_gemma":0.001388534,"domain_scores_codex":[0.9995518,0.00001377438,0.00005832246,0.0001413511,0.00009761695,0.0001370768],"domain_scores_gemma":[0.9998499,0.00001753026,0.00001013542,0.00008725618,0.000001274568,0.00003386489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002908251,0.0001208105,0.9516393,0.00001400919,0.000005928161,0.00002430988,0.0006388315,0.01199445,0.002254501,0.0005722734,0.01600986,0.01669663],"study_design_scores_gemma":[0.0004796734,0.00005278517,0.4970381,0.00000992421,0.00000763997,0.000005618733,0.00001070308,0.006452098,0.002486899,0.003058541,0.4902026,0.000195412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491916,0.0001046872,0.0001266143,0.001497232,0.0001187155,0.00004901161,0.000001844328,0.00002855989,0.04888169],"genre_scores_gemma":[0.9965551,0.000006646329,0.0003414938,0.002468217,0.00002491682,0.00000392018,0.000006055815,0.000003642723,0.0005900096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4741927,"threshold_uncertainty_score":0.9988385,"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."}}