{"id":"W4389636389","doi":"10.1086/727259","title":"The Extramural Settlement at Vindolanda in the Early Second Century CE: Defining a Glocalized Environment on the Romano-British Frontier","year":2023,"lang":"en","type":"article","venue":"American Journal of Archaeology","topic":"Archaeology and ancient environmental studies","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Frontier; Glocalization; Settlement (finance); Context (archaeology); Empire; Human settlement; Foodways; Subaltern; Population; Archaeology; Urbanism; History; Architecture; Period (music); Roman Empire; Geography; Ancient history; Sociology; Anthropology; Law; Art; Globalization; Political science; Aesthetics; Demography; Politics","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00118669,0.0001358405,0.0002417134,0.00005324804,0.0005971376,0.00001305359,0.0005402346,0.00002909208,0.001006777],"category_scores_gemma":[0.00004156882,0.00006817106,0.0001083416,0.0001634428,0.0028748,0.0000492492,0.000144349,0.000411366,0.000179476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002221256,"about_ca_system_score_gemma":0.00001672994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003721291,"about_ca_topic_score_gemma":0.003129067,"domain_scores_codex":[0.9979895,0.0006297146,0.0003558882,0.00017478,0.0003491164,0.0005010532],"domain_scores_gemma":[0.9983188,0.001174253,0.0002701868,0.0001674649,0.000005649139,0.00006364297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002666568,0.00001701827,0.9428563,0.000001359607,0.00007447925,0.0002426883,0.007742004,0.0007018317,0.000005882165,0.0001581234,0.001794742,0.04613891],"study_design_scores_gemma":[0.0003645167,0.000906732,0.9321852,0.00001142765,0.0000117537,0.0002351182,0.006288153,0.000144897,0.000005197463,0.001510313,0.05825158,0.00008509249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888859,0.001783447,0.00001909092,0.008410828,0.0002528938,0.0001432331,0.00004768505,0.000005281685,0.0004515998],"genre_scores_gemma":[0.9948175,0.003220185,0.0001246331,0.001536596,0.00005439357,0.00000515845,0.00001349486,0.000004076079,0.0002239746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05645684,"threshold_uncertainty_score":0.9999064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006746471624930067,"score_gpt":0.1906505890211226,"score_spread":0.1839041173961926,"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."}}