{"id":"W4239004268","doi":"10.5194/esurf-2021-16-ac2","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); Sediment transport; Mechanics; Flux (metallurgy); Physics; Hydrology (agriculture); Environmental science; Sediment; Geology; Geomorphology; Materials science; 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":[0.004957094,0.001382744,0.001843882,0.001223097,0.002500028,0.004153994,0.003889934,0.06178328,0.05559202],"category_scores_gemma":[0.02303146,0.0007310407,0.002420573,0.001260862,0.002714648,0.002658838,0.002119931,0.02401819,0.07720931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004529187,"about_ca_system_score_gemma":0.003770855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01877765,"about_ca_topic_score_gemma":0.01638954,"domain_scores_codex":[0.9967438,0.0003503298,0.0004605881,0.0004321114,0.001337271,0.0006760039],"domain_scores_gemma":[0.9947355,0.002019304,0.0003692293,0.0004025556,0.001769107,0.0007042132],"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":[0.0000710714,0.00002524899,0.0001932879,0.00006677572,0.000006202485,0.000377993,0.00003581347,0.00003149062,0.0001246942,0.0009190839,0.9929602,0.005188085],"study_design_scores_gemma":[0.00003362838,0.00002725931,0.0009056517,0.0001611033,0.000007020144,0.0001091209,0.00005524384,0.0001028875,0.000124847,0.00110353,0.997344,0.00002582992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009917608,0.003229939,0.0006863388,0.6561059,0.2843061,0.000351766,0.002534433,0.001127615,0.05066598],"genre_scores_gemma":[0.002996569,0.001159643,0.0004784232,0.8291006,0.07622372,0.0003791387,0.0005726584,0.0001911553,0.08889802],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06178328,"threshold_uncertainty_score":0.1859738,"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."}}