{"id":"W4416383591","doi":"10.1093/oso/9780197807613.003.0030","title":"‘Armageddon has Fallen’","year":2025,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"South African History and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zulu; Commission; Colonialism; Settlement (finance); Government (linguistics); Spanish Civil War; Negotiation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003800535,0.0004554303,0.0003412145,0.0005663629,0.005983733,0.0031183,0.0004681034,0.001399284,0.07419674],"category_scores_gemma":[0.001043778,0.000199756,0.0001997244,0.0005739418,0.003880086,0.002398955,0.002030877,0.002371515,0.01283875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004329113,"about_ca_system_score_gemma":0.001724827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04206746,"about_ca_topic_score_gemma":0.1010961,"domain_scores_codex":[0.9996545,0.00008386122,0.00001017711,0.0000705773,0.00009726179,0.00008367525],"domain_scores_gemma":[0.9998667,0.00004124717,0.000009541225,0.00001984239,0.00003552217,0.00002705863],"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":[0.00007928009,0.00002456133,0.0004621543,0.0002251439,0.000004721431,0.0009117619,0.03686668,0.00007694665,0.0004424757,0.2858904,0.5612481,0.1137678],"study_design_scores_gemma":[5.442277e-7,0.000003306688,0.0001259508,0.00006080066,5.41864e-7,0.00006716062,0.001149458,0.00000486547,0.00002820905,0.0007819033,0.9977754,0.00000183219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004156636,0.009077789,0.0003533846,0.007285334,0.003691368,0.0000177682,0.000114244,0.00007999653,0.9752236],"genre_scores_gemma":[0.05379432,0.002815465,0.0002150329,0.002545179,0.000284875,0.00001562569,0.0000826554,0.00009627705,0.9401507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07419674,"threshold_uncertainty_score":0.2482128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03771878877747772,"score_gpt":0.2233577418699555,"score_spread":0.1856389530924778,"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."}}