{"id":"W4247710100","doi":"10.1002/9781444338386.wbeah19104.pub2","title":"<i>Limitanei</i>","year":2019,"lang":"en","type":"other","venue":"The Encyclopedia of Ancient History","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Empire; History; Ancient history; Geography; Art","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004713956,0.0001779062,0.0003559639,0.0001031546,0.000117649,0.000003747159,0.0006725013,0.0001907049,0.001866952],"category_scores_gemma":[0.0002498094,0.0001299568,0.0001629518,0.0001336531,0.0013862,0.00002715534,0.0001370957,0.0002225701,0.0009832829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000429411,"about_ca_system_score_gemma":0.000505018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00150881,"about_ca_topic_score_gemma":0.004805894,"domain_scores_codex":[0.9983905,0.0001525651,0.0002012327,0.0002593314,0.0006647864,0.0003315642],"domain_scores_gemma":[0.9988909,0.0002155407,0.0003132625,0.0004617125,0.00004913307,0.00006948029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003159815,0.00004068643,0.00003696036,0.00003779184,0.00002401561,0.000001427893,0.005234517,1.417805e-7,0.000005951512,0.01138244,0.9818233,0.001409592],"study_design_scores_gemma":[0.00007352643,0.00002219214,0.0000694392,0.00006870378,0.00004421642,1.271665e-7,0.0006974764,2.66776e-7,4.96205e-7,0.00004711546,0.9988133,0.0001630813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003243313,0.01859877,0.000004799014,0.001692588,0.004640095,0.0004005381,0.00001877706,0.000130007,0.974482],"genre_scores_gemma":[0.00008404739,0.00812436,0.00005051709,0.0006600313,0.0009555834,0.00001173716,0.00000244887,0.0001119883,0.9899993],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01699004,"threshold_uncertainty_score":0.9997945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02329263679736192,"score_gpt":0.2570466995203628,"score_spread":0.2337540627230009,"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."}}