{"id":"W2594590690","doi":"10.1515/opar-2017-0001","title":"Archaeological Site Vulnerability Modelling: The Influence of High Impact Storm Events on Models of Shoreline Erosion in the Western Canadian Arctic","year":2017,"lang":"en","type":"article","venue":"Open Archaeology","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Shore; Coastal erosion; Storm; Archaeology; Erosion; Arctic; Geography; Peninsula; Bay; Climate change; Physical geography; Human settlement; Excavation; Threatened species; Geology; Oceanography; Habitat; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001329655,0.0001453663,0.0003183578,0.0000770978,0.0002520014,0.0000193875,0.001767356,0.0001004808,0.000548188],"category_scores_gemma":[0.000114475,0.00007408611,0.00006171871,0.00007790692,0.0009338013,0.0002379315,0.0002103863,0.0003233501,0.00001930665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001634217,"about_ca_system_score_gemma":0.0001147451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9572005,"about_ca_topic_score_gemma":0.9680387,"domain_scores_codex":[0.9984629,0.0003602317,0.0003148415,0.0002770988,0.0002074157,0.0003775457],"domain_scores_gemma":[0.9983262,0.0004746082,0.0001927603,0.0008225695,0.00007237239,0.0001114987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001676074,0.00002001865,0.6945281,0.000008342161,0.000004735987,0.000008637975,0.003980353,0.3007504,0.00001028097,0.0001565629,0.00000783587,0.0003571339],"study_design_scores_gemma":[0.0002767856,0.0003933029,0.9270918,0.00003713218,0.000006985831,0.00001348547,0.0000708361,0.05501562,0.000008018201,0.01695365,0.0000514594,0.00008092338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942837,0.00005093706,0.00003194794,0.003988802,0.00006712949,0.0004790754,0.0008830785,0.000001783158,0.0002135123],"genre_scores_gemma":[0.9989137,0.0001773731,0.00005636436,0.0004953783,0.00002953738,0.000006024996,0.0002988749,0.000003010716,0.00001972836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2457348,"threshold_uncertainty_score":0.6002274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09598310658242978,"score_gpt":0.3200868946038079,"score_spread":0.2241037880213781,"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."}}