{"id":"W2996207569","doi":"10.16995/dm.84","title":"Cartography and Code: Incorporating Automation in the Exploration of Medieval Mappaemundi","year":2019,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Linguistics and language evolution","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Folio; Toponymy; Visualization; Ideology; Code (set theory); Source code; Cartography; Computer science; Geography; History; Programming language; Art history; Archaeology; Data mining; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002819719,0.0000790669,0.000114636,0.00008888001,0.00006080758,0.0001780299,0.00008278547,0.00002483016,0.00004623072],"category_scores_gemma":[0.0001518827,0.00005504496,0.00003026872,0.00005969948,0.000151698,0.0004680361,0.00002178515,0.00006914051,0.00001087911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001069501,"about_ca_system_score_gemma":0.00001382278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001420547,"about_ca_topic_score_gemma":0.000961137,"domain_scores_codex":[0.9992846,0.0000311679,0.0002394422,0.0001111036,0.0002403482,0.00009337644],"domain_scores_gemma":[0.999542,0.0001063077,0.0001241199,0.0001187718,0.00009003968,0.00001875861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003459,0.0001138403,0.01213713,0.0002111891,0.00002349906,0.000006876931,0.151865,0.0000206512,0.0001458533,0.828839,0.0006641645,0.005938219],"study_design_scores_gemma":[0.005676476,0.00193551,0.03630451,0.001231416,0.0001887957,0.00003036675,0.3763484,0.03885179,0.0004331994,0.2230803,0.3140835,0.001835754],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8766974,0.0002590281,0.00008059803,0.0003348706,0.0006846528,0.0003630026,0.0001593695,0.00003875704,0.1213823],"genre_scores_gemma":[0.9992861,0.000005008565,0.00002973826,0.00006241627,0.0002825836,0.000009239002,0.0001418225,0.000007222579,0.000175851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6057587,"threshold_uncertainty_score":0.2244668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02704926460036257,"score_gpt":0.2393877749129025,"score_spread":0.2123385103125399,"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."}}