{"id":"W4408466442","doi":"10.5194/egusphere-egu25-16461","title":"Using the ‘War Sands’ of World War II as Tracers of Geomorphic Processes and Rates – Sedimentology on the 80th Anniversary of the Allied Invasion of Normandy, France","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Sedimentology; Geology; Geochemistry; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002921071,0.0002092996,0.00009712188,0.001001054,0.0002981798,0.0008067425,0.0001582205,0.0001685259,0.002027479],"category_scores_gemma":[0.0006349034,0.00009133178,0.0001131433,0.0008853598,0.0003186065,0.0002532727,0.000459664,0.0001975271,0.0005139298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422162,"about_ca_system_score_gemma":0.0004915407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1006106,"about_ca_topic_score_gemma":0.281233,"domain_scores_codex":[0.9998037,0.00002706895,0.000009292795,0.00004334042,0.00008535526,0.00003125969],"domain_scores_gemma":[0.9996262,0.00004789255,0.0001418813,0.00002416146,0.0001174278,0.00004248451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001671928,0.00004350551,0.8591473,0.00007488835,0.00006211571,0.0003685775,0.001019005,0.002678641,0.007909443,0.002036134,0.01214124,0.1143519],"study_design_scores_gemma":[0.000001901463,0.00002399913,0.985467,0.00001804872,0.000003730134,0.00002605118,0.0002236275,0.0004939081,0.0008914258,0.0001473707,0.0126969,0.000006075035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9577299,0.0007519504,0.0007097286,0.0005878533,0.00006887357,0.00001595966,0.005018918,0.00007044784,0.03504644],"genre_scores_gemma":[0.9651102,0.0009673709,0.00130019,0.00009491385,0.00004416363,0.00004290593,0.003440213,0.0000476631,0.02895236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006106,"threshold_uncertainty_score":0.2000499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08414301240431526,"score_gpt":0.3040748514762955,"score_spread":0.2199318390719802,"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."}}