{"id":"W2940926628","doi":"10.1111/tgis.12530","title":"The historical topography of the Battle of Hastings: A geographical reconstruction","year":2019,"lang":"en","type":"article","venue":"Transactions in GIS","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Battle; Battlefield; History; Geography; Archaeology; Ancient history","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":[0.0001409835,0.00004958269,0.00009416336,0.00001534752,0.00008992125,0.000004183264,0.0001479834,0.00005488276,0.0003479568],"category_scores_gemma":[0.000008320596,0.00001485737,0.000161864,0.0005542292,0.0001049607,0.00003353356,0.000002234796,0.0001195271,0.000001485568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001534762,"about_ca_system_score_gemma":0.000005081892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006792179,"about_ca_topic_score_gemma":0.001057986,"domain_scores_codex":[0.9994152,0.00003677231,0.0002127209,0.00009767775,0.0001462251,0.0000913898],"domain_scores_gemma":[0.9995754,0.0002603868,0.00005643878,0.00006106954,0.00002867028,0.00001808402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001127062,0.0003378045,0.6142424,0.00001793018,0.0000298804,1.732486e-7,0.0002751378,0.0001176914,0.1197327,0.0005083984,0.0001120482,0.2645132],"study_design_scores_gemma":[0.0002716823,0.0001735231,0.9769594,0.00005081103,0.000021545,0.000005558962,0.000522881,0.0001444811,0.006526764,0.0002875169,0.01494073,0.00009511698],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997282,0.00007583631,0.00003786901,0.001280727,0.0006762642,0.0001016478,0.000006245466,0.00001099768,0.0005283698],"genre_scores_gemma":[0.9996949,0.00006507614,0.00003219113,0.00001420509,0.00001252247,0.000006414358,7.566725e-7,3.873974e-7,0.0001735434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.362717,"threshold_uncertainty_score":0.3809883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009736939018492687,"score_gpt":0.1810481587146122,"score_spread":0.1713112196961195,"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."}}