{"id":"W2608654184","doi":"10.5937/zrgfub1664167r","title":"'Limes route' the next world heritage site in Hungary","year":2016,"lang":"sh","type":"article","venue":"Zbornik radova - Geografski fakultet Univerziteta u Beogradu","topic":"Ancient and Medieval Archaeology Studies","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fortress (chess); Frontier; Ancient history; Quarter (Canadian coin); Archaeology; Period (music); Attic; Section (typography); History; Geography; Art","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.001044204,0.001361267,0.001439271,0.001231363,0.002065549,0.0003926363,0.001635223,0.0003240619,0.003053296],"category_scores_gemma":[0.0002601483,0.000835661,0.0008868646,0.001082178,0.007332747,0.001297538,0.00125143,0.001138113,0.001566269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003066334,"about_ca_system_score_gemma":0.0002233849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002324265,"about_ca_topic_score_gemma":0.04197892,"domain_scores_codex":[0.9928532,0.000736338,0.001336125,0.00159534,0.0009959586,0.00248303],"domain_scores_gemma":[0.9953592,0.001725646,0.000601152,0.001451705,0.0004106785,0.000451596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001426819,0.002042974,0.3642812,0.0005355595,0.002376805,0.00188752,0.1170246,0.000021805,0.0005258162,0.303799,0.04952132,0.1565566],"study_design_scores_gemma":[0.003358969,0.0005008398,0.06633765,0.00098297,0.0004958386,0.00002618905,0.01703049,0.00007450573,0.00004574619,0.002022367,0.9077837,0.001340782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7812433,0.04978397,0.0001213069,0.04663337,0.007471174,0.00319208,0.002068838,0.0008266383,0.1086593],"genre_scores_gemma":[0.8271816,0.01003616,0.0001864076,0.001557483,0.001807987,0.00006489005,0.0001464378,0.000149769,0.1588692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8582624,"threshold_uncertainty_score":0.9999138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03100670681454617,"score_gpt":0.2304198564783274,"score_spread":0.1994131496637813,"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."}}