{"id":"W4210372216","doi":"10.5194/esurf-2021-55-ac1","title":"Reply on RC1","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":"University of British Columbia","funders":"Government of Canada","keywords":"Beach morphodynamics; Channel (broadcasting); Sediment transport; Similarity (geometry); Sediment; Geology; Fluvial; Process (computing); Hydrology (agriculture); Mathematics; Soil science; Geotechnical engineering; Computer science; Geomorphology; Artificial intelligence; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003158425,0.001096192,0.001350251,0.001172873,0.003625642,0.004452049,0.00425567,0.03842776,0.08572735],"category_scores_gemma":[0.02921212,0.0007703647,0.001588256,0.001108469,0.002804016,0.004098779,0.002639887,0.03400505,0.07700507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004867274,"about_ca_system_score_gemma":0.004122373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01100404,"about_ca_topic_score_gemma":0.01283232,"domain_scores_codex":[0.9970323,0.0006008385,0.0003474515,0.000558918,0.001021999,0.0004385523],"domain_scores_gemma":[0.9920218,0.002999944,0.0003372222,0.0005024371,0.003069666,0.001068843],"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":[0.00001083691,0.000003970951,0.00004533193,0.00001756141,0.000002159496,0.00009128764,0.00001573525,0.000005417139,0.00002237207,0.0003227062,0.9977114,0.001751326],"study_design_scores_gemma":[0.00001356761,0.000009737244,0.0003019972,0.00007712177,0.000004655791,0.0001268904,0.0000982155,0.00003327529,0.00008076035,0.0007379142,0.9984984,0.00001745067],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.000183934,0.001550579,0.0001536983,0.880726,0.1028705,0.00008860679,0.0003209181,0.0002140553,0.01389155],"genre_scores_gemma":[0.001802737,0.0007544787,0.0001687512,0.9093572,0.03554099,0.0001471377,0.0001113018,0.0001001806,0.05201734],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9142727,"threshold_uncertainty_score":0.2867866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080989860407384,"score_gpt":0.2693026629175521,"score_spread":0.2484927643134782,"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."}}