{"id":"W3136255697","doi":"10.5194/esurf-2021-16-rc1","title":"Comment on esurf-2021-16","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bed load; Entrainment (biomusicology); Mechanics; Sediment transport; Flux (metallurgy); STREAMS; Physics; Environmental science; Hydrology (agriculture); Sediment; Geology; Geomorphology; Chemistry; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003275276,0.001165422,0.001312384,0.001267704,0.002543033,0.004060747,0.003359184,0.03560843,0.1808757],"category_scores_gemma":[0.02051352,0.0005688732,0.001818069,0.001177981,0.001820632,0.002581594,0.001943695,0.01452813,0.1872921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003354622,"about_ca_system_score_gemma":0.002723113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01982325,"about_ca_topic_score_gemma":0.01751026,"domain_scores_codex":[0.9977933,0.0001921707,0.0002510969,0.0002578623,0.001030623,0.0004749519],"domain_scores_gemma":[0.995147,0.001522672,0.0002263315,0.0003484967,0.002103338,0.0006521588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000240047,0.000008186613,0.00004930087,0.00002551736,0.000001477714,0.0000913574,0.000009795663,0.000008408075,0.00003853018,0.0004061171,0.9963679,0.002969402],"study_design_scores_gemma":[0.00001688351,0.00001203077,0.000364059,0.00008032104,0.000002301738,0.00003691022,0.00002977462,0.00003878923,0.00007182601,0.0004769526,0.9988599,0.00001040494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005878123,0.001841665,0.0005654969,0.4984679,0.3712568,0.0003755221,0.004146192,0.002045329,0.1207134],"genre_scores_gemma":[0.003034106,0.001062289,0.0004413866,0.5989448,0.07623444,0.0004147327,0.001447532,0.0005338876,0.3178869],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1808757,"threshold_uncertainty_score":0.6050895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02120553614349427,"score_gpt":0.2698168041394025,"score_spread":0.2486112679959082,"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."}}