{"id":"W7104528304","doi":"10.55086/sp254171220","title":"Interdisciplinary Research of Chernyakhov Culture Materials of the 4th Century AD from the Dalniy (Vydrin) Burial Ground in the Upper Reaches of the Sudzha River","year":2025,"lang":"","type":"article","venue":"Stratum plus Archaeology and Cultural Anthropology","topic":"Ancient and Medieval Archaeology Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chronology; Period (music); Quarter (Canadian coin); Radiocarbon dating; Portrait","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001394001,0.0004618535,0.001041864,0.0001005953,0.002055192,0.00002043159,0.001805262,0.0004771648,0.0005419549],"category_scores_gemma":[0.0002680529,0.0001754766,0.0003456372,0.0003383108,0.1014619,0.0001431843,0.004614125,0.001503365,0.000002961432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000549012,"about_ca_system_score_gemma":0.000260684,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006998595,"about_ca_topic_score_gemma":0.03032603,"domain_scores_codex":[0.9939832,0.003063616,0.001072643,0.0006139915,0.0004357019,0.0008308119],"domain_scores_gemma":[0.9971156,0.001123576,0.0005405899,0.0007479101,0.0004322437,0.00004009258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001160816,0.0002488811,0.01930947,0.0002152193,0.0005979013,0.00001004135,0.6546115,0.000001342928,0.003959205,0.3164828,0.002684736,0.0007180446],"study_design_scores_gemma":[0.00174097,0.0008480564,0.3136275,0.000605859,0.0003977822,0.00003425792,0.5502712,0.00000808061,0.003070902,0.1108228,0.01831799,0.0002546638],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327288,0.02148879,0.000001249543,0.03746989,0.004086654,0.0009962717,0.0003949944,0.000006673043,0.002826729],"genre_scores_gemma":[0.9866914,0.008673102,0.00001245094,0.0003508369,0.0004374384,0.00005073935,0.00003516164,0.00001155181,0.003737365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.294318,"threshold_uncertainty_score":0.9996139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04657284916974648,"score_gpt":0.3422948095270804,"score_spread":0.2957219603573339,"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."}}