{"id":"W574779923","doi":"10.1093/oxfordhb/9780195336931.001.0001","title":"The Oxford Handbook of Late Antiquity","year":2012,"lang":"en","type":"book","venue":"Oxford University Press eBooks","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":311,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; Late Antiquity; Classics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0006016606,0.0002973038,0.0005106411,0.00007697746,0.001758394,0.00006386535,0.001155262,0.0004548272,0.0000281295],"category_scores_gemma":[0.00008525298,0.0002549415,0.0003557426,0.00003135854,0.002528398,0.0001378627,0.0009239583,0.0005256018,0.000001780483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003399939,"about_ca_system_score_gemma":0.0005130939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003385,"about_ca_topic_score_gemma":0.002819698,"domain_scores_codex":[0.9978418,0.0002571819,0.0002570594,0.0003228726,0.0006669068,0.0006541977],"domain_scores_gemma":[0.9980202,0.0006121031,0.0004433174,0.0004687862,0.000254842,0.0002007481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001489954,0.0000446283,0.00008033922,0.00011613,0.0003868828,0.00001879837,0.005323163,8.902367e-7,0.00001291136,0.889016,0.07378902,0.03106222],"study_design_scores_gemma":[0.0002328991,0.00003628806,0.00004236112,0.0001731008,0.0002228282,2.965857e-7,0.0004041872,0.000002867259,0.00006899297,0.001563932,0.9969677,0.0002845378],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001421116,0.0009102077,0.00008163133,0.0003320726,0.0004499339,0.0005219364,0.0000977458,0.0001126688,0.9973517],"genre_scores_gemma":[0.0004566926,0.008313487,0.00006378699,0.00003321687,0.0003275973,0.00000117569,0.000007798704,0.00002375293,0.9907725],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9231787,"threshold_uncertainty_score":0.9999903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03672271939086644,"score_gpt":0.2600819774971627,"score_spread":0.2233592581062962,"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."}}