{"id":"W2077423373","doi":"10.1111/j.1468-0092.2005.00224.x","title":"SOCIAL DYNAMICS ON THE NORTHERN FRONTIER OF ROMAN BRITAIN","year":2005,"lang":"en","type":"article","venue":"Oxford Journal of Archaeology","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Durham University; York University","keywords":"Frontier; Settlement (finance); Salient; Archaeology; Work (physics); History; Historical archaeology; Geography; Economic geography; Engineering; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005112579,0.0001180528,0.0003263991,0.0009580362,0.00337234,0.001783689,0.0002459806,0.000257661,0.005180681],"category_scores_gemma":[0.0007941248,0.0001010796,0.00004700023,0.001825752,0.004878614,0.0005125475,0.002386553,0.0004075749,0.0003030982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003786986,"about_ca_system_score_gemma":0.001535256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05109055,"about_ca_topic_score_gemma":0.1071762,"domain_scores_codex":[0.9994705,0.0002051316,0.00001436072,0.00004873701,0.00007418697,0.0001870079],"domain_scores_gemma":[0.999627,0.0001078099,0.00006960992,0.00001534853,0.00005659095,0.0001235979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003042159,0.00005997523,0.09545165,0.000647446,0.00003324365,0.00565628,0.6941517,0.0009443716,0.004825644,0.06100117,0.008398266,0.128526],"study_design_scores_gemma":[0.00001898003,0.00009613975,0.4812036,0.0004390315,0.000009802036,0.0009864648,0.299236,0.0002876501,0.0002507698,0.00354173,0.2139029,0.00002693991],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956759,0.001746316,0.00007462146,0.0005556662,0.00001189974,0.000005250293,0.00003320158,0.00000240903,0.04081183],"genre_scores_gemma":[0.9948514,0.0006454452,0.00004011168,0.0000518493,0.000004526862,0.000004374215,0.00002130064,0.000002195702,0.004378818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05109055,"threshold_uncertainty_score":0.1015863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02143736548968261,"score_gpt":0.2994154559691646,"score_spread":0.277978090479482,"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."}}