{"id":"W13858200","doi":"","title":"Irina Reyfman. Rank and style: Russians in state service, life and literature","year":2013,"lang":"en","type":"article","venue":"Canadian Slavonic Papers","topic":"Eastern European Communism and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Style (visual arts); Rank (graph theory); State (computer science); Service (business); History; Computer science; Mathematics; Economics; Combinatorics; Economy; Archaeology; Algorithm","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002558226,0.0001222382,0.0001360035,0.00014197,0.0003629021,0.0002473469,0.0002230413,0.00009174308,0.0001504272],"category_scores_gemma":[0.00004126247,0.00009834328,0.00001820335,0.0003155048,0.0001886316,0.0002925649,0.00004173994,0.0002505573,0.0000643266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001075156,"about_ca_system_score_gemma":0.0004239819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2903337,"about_ca_topic_score_gemma":0.8402527,"domain_scores_codex":[0.9989269,0.0001437579,0.0001366441,0.0001983073,0.0001112459,0.0004831706],"domain_scores_gemma":[0.998918,0.00003137878,0.00003311267,0.0002019074,0.00003158426,0.0007840046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004175439,0.00005857265,0.1263921,0.0003142804,0.0001356662,0.0007925513,0.5430617,0.00001286772,0.0004918608,0.01789661,0.005689343,0.3051127],"study_design_scores_gemma":[0.001196412,0.00005464958,0.452332,0.0002513249,0.00001052085,0.00001709278,0.02717943,0.000076505,0.000001883686,0.000852263,0.5174779,0.0005499817],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8038397,0.002191573,1.425569e-7,0.009802546,0.00009869854,0.0002476004,0.00002278208,0.00002482527,0.1837721],"genre_scores_gemma":[0.9887236,0.001912327,0.00002877928,0.003249597,0.00005239187,0.000007623335,0.000007393808,0.00001635989,0.006001891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.549919,"threshold_uncertainty_score":0.714392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007386554447699208,"score_gpt":0.2129035938074207,"score_spread":0.2055170393597215,"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."}}