{"id":"W2103488633","doi":"10.16995/dm.20","title":"The application of network analysis to ancient transport geography: A case study of Roman Baetica","year":2008,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Argument (complex analysis); Computer science; Relational database; Key (lock); Data science; Archaeology; Geography; Database","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001194034,0.0002720752,0.0003373467,0.001737417,0.003118569,0.001839362,0.0008939579,0.0009523827,0.002854986],"category_scores_gemma":[0.003231411,0.0002457028,0.0002389357,0.00474427,0.002833708,0.001620694,0.001546105,0.0006774357,0.0001773632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003256654,"about_ca_system_score_gemma":0.00082651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02992439,"about_ca_topic_score_gemma":0.07084644,"domain_scores_codex":[0.9990815,0.0006402502,0.00003126435,0.00007244285,0.00009184914,0.00008266672],"domain_scores_gemma":[0.9987411,0.0009558332,0.00007325853,0.00009695437,0.00008244301,0.00005057657],"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":[0.0004176787,0.0004952801,0.1047807,0.001244173,0.0001647727,0.05489016,0.2288246,0.07507777,0.002009548,0.3433968,0.01121032,0.1774882],"study_design_scores_gemma":[0.00009999322,0.0003846907,0.1264601,0.000817048,0.0001577255,0.012816,0.4247298,0.08612993,0.003225244,0.05787008,0.2871892,0.0001202873],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486729,0.0006648905,0.006877063,0.000789528,0.00002508847,0.00006615316,0.0001708785,0.00002257321,0.04271096],"genre_scores_gemma":[0.9893478,0.0007448182,0.005577437,0.00003117309,0.000009444981,0.00002479124,0.00008601694,0.00001580966,0.00416271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02992439,"threshold_uncertainty_score":0.05950046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00974313261114298,"score_gpt":0.2098076320698892,"score_spread":0.2000644994587462,"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."}}