{"id":"W1972966243","doi":"10.1016/j.geomorph.2004.09.029","title":"Fluid flow and sediment transport processes in geomorphology: innovations, insights, and advances in measurement","year":2004,"lang":"en","type":"article","venue":"Geomorphology","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; University of Victoria","funders":"","keywords":"Geology; Sediment transport; Geomorphology; Sediment; Flow (mathematics); Geotechnical engineering; Hydrology (agriculture); Mechanics","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":[],"consensus_categories":[],"category_scores_codex":[0.000461304,0.0002202033,0.0003181967,0.0001683014,0.00009540109,0.000005812914,0.0001389277,0.0001913714,0.0005639514],"category_scores_gemma":[0.00004088802,0.000206884,0.00001252175,0.0005753848,0.0006168015,0.0003838917,0.00004394956,0.0002399236,0.00002990552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167705,"about_ca_system_score_gemma":0.0000723086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005157191,"about_ca_topic_score_gemma":0.01356051,"domain_scores_codex":[0.9983157,0.0000423016,0.0004353255,0.0005720328,0.0002292097,0.0004054117],"domain_scores_gemma":[0.9996539,0.00003195772,0.00007053559,0.0001424705,0.00002399241,0.00007709132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002641277,0.0006563601,0.9647116,0.0001827657,0.00001880261,0.0007442766,0.003523137,0.01364008,0.01064098,0.0005509855,0.00006541019,0.005001459],"study_design_scores_gemma":[0.00912526,0.0009039621,0.8961188,0.0001684167,0.00005797974,0.0005167057,0.0004484698,0.0001363902,0.01199539,0.01407489,0.06548028,0.0009734152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911408,0.005794322,0.0005839458,0.001451348,0.00008654033,0.0003530573,0.00001269459,0.00002937654,0.0005478451],"genre_scores_gemma":[0.995057,0.002864788,0.0007733144,0.001101755,0.00001236735,0.000104497,0.00006085299,0.00001204056,0.00001337968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06859279,"threshold_uncertainty_score":0.8436486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063592975076924,"score_gpt":0.2131705027973947,"score_spread":0.2025345730466255,"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."}}