{"id":"W3157834656","doi":"10.24908/iqurcp.8430","title":"Defence in Depth: Beyond Roman Grand Strategy","year":2016,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empire; Commit; Grand strategy; Frontier; Terminology; Roman Empire; History; State (computer science); Political science; Classics; Law; Sociology; Philosophy; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002930447,0.0004994569,0.0003463399,0.00100045,0.005112751,0.008325453,0.0007140515,0.002148852,0.003541544],"category_scores_gemma":[0.003947983,0.000208643,0.0002337709,0.0009718479,0.04001993,0.007113167,0.005541379,0.005410532,0.0006841302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005849883,"about_ca_system_score_gemma":0.004063048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003570255,"about_ca_topic_score_gemma":0.004613928,"domain_scores_codex":[0.9972172,0.001715493,0.000054572,0.000233153,0.0003354028,0.0004442367],"domain_scores_gemma":[0.9987344,0.0006334957,0.000145056,0.0001758154,0.0001364762,0.0001748229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000452404,0.000003818995,0.0001116943,0.00001890504,0.000001187841,0.0000285905,0.01551023,0.00004729311,0.00004531107,0.9797391,0.001169628,0.003319664],"study_design_scores_gemma":[0.00001407842,0.00004082497,0.0007702857,0.0003649634,0.000005862143,0.0002215514,0.02755873,0.0002902474,0.0002900281,0.5676004,0.4028288,0.00001432501],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05144555,0.007637288,0.00770641,0.01988142,0.0003335576,0.00003200765,0.00001675724,0.00002436721,0.9129227],"genre_scores_gemma":[0.957769,0.003031754,0.001718679,0.003838939,0.0001541788,0.00004088955,0.00001456442,0.00004667071,0.03338528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008325453,"threshold_uncertainty_score":0.04244405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1687447484178412,"score_gpt":0.4183564953707697,"score_spread":0.2496117469529285,"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."}}