{"id":"W4396893912","doi":"10.1353/imp.2024.a927448","title":"Eighteenth-Century Ukraine: New Perspectives on Social, Cultural, and Intellectual History ed. by Frank Sysyn et al. (review)","year":2024,"lang":"en","type":"article","venue":"Ab imperio","topic":"Central European and Russian historical studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cultural history; Intellectual history; Sociology; History; Anthropology; Art history; Economic history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002514901,0.0001972093,0.000260885,0.00003714728,0.0004827986,0.00007652372,0.000166482,0.00005722041,0.001312435],"category_scores_gemma":[0.0003307224,0.0001481161,0.0001466067,0.0001790315,0.0004745511,0.0001577255,0.0000620205,0.0003031905,0.0003402334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008546212,"about_ca_system_score_gemma":0.0001746012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000773655,"about_ca_topic_score_gemma":0.00000498234,"domain_scores_codex":[0.9985683,0.0001968016,0.0001873027,0.0004124403,0.0002932443,0.0003418858],"domain_scores_gemma":[0.9994729,0.0001701221,0.00003879274,0.00008709316,0.0000363367,0.0001947163],"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":[0.000008904357,0.00003786445,0.000003061867,0.00004238755,0.00004381593,0.000008676659,0.004796664,1.17462e-8,0.00007494717,0.006950282,0.9780293,0.01000406],"study_design_scores_gemma":[0.0001075473,0.000058327,0.00008065772,0.0001914969,0.00003155458,0.000001565372,0.003965646,0.00000105373,0.000001564915,8.466552e-8,0.9953477,0.0002127862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002290939,0.9646925,0.000005781253,0.006495437,0.000971645,0.0002110104,0.000009832481,0.0001763145,0.02514648],"genre_scores_gemma":[0.01039061,0.9843387,0.00001844913,0.003457548,0.0003901154,0.000006679159,0.000006103828,0.00002184183,0.00136997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02377651,"threshold_uncertainty_score":0.9996005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03413668020124167,"score_gpt":0.3160719123387692,"score_spread":0.2819352321375276,"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."}}