{"id":"W4413504505","doi":"10.1002/esp.70143","title":"Simulation of proglacial forefield morphodynamics and their implications for the filtering of subglacial sediment export following glacier retreat","year":2025,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Beach morphodynamics; Glacier; Geology; Sediment; Geomorphology; Sediment transport","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":[0.0001420172,0.00008451757,0.0001509909,0.00001332356,0.0002429644,0.00002344507,0.00005873676,0.00003509873,0.00001284047],"category_scores_gemma":[0.00007789036,0.00004719491,0.00003948569,0.0001895987,0.00005102199,0.0001055385,0.00001737357,0.00003518191,7.099515e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001170318,"about_ca_system_score_gemma":0.00004323731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002079158,"about_ca_topic_score_gemma":0.001782847,"domain_scores_codex":[0.999517,0.00000395149,0.0001910631,0.0001222003,0.00004887943,0.0001169476],"domain_scores_gemma":[0.9992973,0.0004342747,0.0000818573,0.00008346726,0.00008240402,0.00002065905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005181862,0.000009859219,0.9602267,0.0001880796,0.00005560342,3.819357e-8,0.0007674958,0.0204917,0.00004737016,0.00009497636,0.000009306649,0.01805706],"study_design_scores_gemma":[0.0003732336,0.0001083932,0.9086007,0.00004723285,0.00004478898,4.25301e-7,0.00110715,0.08606003,0.0003167533,0.001009067,0.002245906,0.00008632838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783835,0.002175782,0.01845223,0.0003104352,0.00008574504,0.0003630948,0.00007891004,0.00000965778,0.000140582],"genre_scores_gemma":[0.9987578,0.0002425044,0.0007937176,0.00003441569,0.00001824911,0.000005573056,0.00003167451,0.00000194192,0.000114059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06556834,"threshold_uncertainty_score":0.1924553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829441247790455,"score_gpt":0.2482378312565205,"score_spread":0.2299434187786159,"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."}}