{"id":"W4405534684","doi":"10.1017/9781108622288.009","title":"Fragile Empire","year":2024,"lang":"fr","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Political Economy and Marxism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Empire; History; Ancient history","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006343624,0.0004906876,0.0004077185,0.0009871719,0.005218786,0.004573578,0.0004284175,0.001095467,0.02651202],"category_scores_gemma":[0.001106927,0.0002180455,0.000213456,0.0008262458,0.008644444,0.003593093,0.004468997,0.002462534,0.003663251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004292926,"about_ca_system_score_gemma":0.002687474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006374065,"about_ca_topic_score_gemma":0.01141047,"domain_scores_codex":[0.9994655,0.0001576243,0.00001854345,0.0001007919,0.0001025441,0.0001549321],"domain_scores_gemma":[0.9997401,0.00006231988,0.00002672692,0.00006455784,0.00004510093,0.00006130071],"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":[0.00001476192,0.00000955018,0.0002998396,0.00005305097,0.000006464372,0.0002321168,0.003180535,0.0001523848,0.000175013,0.964778,0.01565875,0.01543952],"study_design_scores_gemma":[0.000006565624,0.00001845,0.0009400202,0.0001928371,0.000004429008,0.0002850823,0.001868576,0.000154676,0.00008886082,0.09654147,0.8998911,0.000007857199],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01484719,0.007814764,0.001783814,0.006301891,0.000466705,0.0000274218,0.0001049542,0.00006030681,0.9685929],"genre_scores_gemma":[0.5998064,0.009641264,0.001928614,0.003371,0.0003599322,0.0001193281,0.000191826,0.0001021056,0.3844796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02651202,"threshold_uncertainty_score":0.08869159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03634535860720576,"score_gpt":0.2367907393665267,"score_spread":0.2004453807593209,"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."}}