{"id":"W4313164221","doi":"10.37445/adiu.2022.02.23","title":"THREE-BEAM TRACERY BADGES FROM MARTYNIVKA HOARD: FUNCTIONS AND USE","year":2022,"lang":"en","type":"article","venue":"Archaeology and Early History of Ukraine","topic":"Ancient and Medieval Archaeology Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hoard; Ornaments; Vault (architecture); Archaeology; Quarter (Canadian coin); Period (music); Ancient history; Art; History; Art history; Style (visual arts)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001886837,0.0001379804,0.0002981336,0.0001564786,0.0004685091,0.00000242209,0.0000892164,0.00003794209,0.001598896],"category_scores_gemma":[0.00004289815,0.0001293937,0.00005727016,0.00001908078,0.005150277,0.0001330325,0.0003807772,0.0002526491,0.000006788843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004370521,"about_ca_system_score_gemma":0.0000435628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00276345,"about_ca_topic_score_gemma":0.005132137,"domain_scores_codex":[0.9991224,0.00006420032,0.0001995691,0.0002729938,0.0001152672,0.0002255372],"domain_scores_gemma":[0.9993494,0.0003016336,0.00009429139,0.0001395898,0.00004605581,0.00006900625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005406131,0.0001854973,0.2697785,0.00004544845,0.0004391014,0.00006203587,0.5959666,0.000004667064,0.0003376386,0.08109846,0.04231855,0.009222882],"study_design_scores_gemma":[0.0005213303,0.000537876,0.1260341,0.000005031708,0.00007616552,0.00001115548,0.003367389,0.00001225544,0.000002175526,0.004311518,0.8649814,0.0001396716],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750877,0.01908124,0.00003378215,0.001401442,0.00136382,0.0001203094,0.00008989101,0.00004207797,0.002779751],"genre_scores_gemma":[0.9644132,0.0003771583,0.0001010251,0.0004376047,0.0001997328,0.00004183848,0.0000277958,0.00001217029,0.03438953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8226628,"threshold_uncertainty_score":0.9993138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03394562589546699,"score_gpt":0.1953703263598433,"score_spread":0.1614247004643763,"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."}}