{"id":"W4413851356","doi":"10.15688/jvolsu4.2025.4.19","title":"His Universities: To the Anniversary of Professor Alexander I. Kubyshkin","year":2025,"lang":"en","type":"article","venue":"Vestnik Volgogradskogo gosudarstvennogo universiteta Serija 4 Istorija Regionovedenie Mezhdunarodnye otnoshenija","topic":"Fusion and Plasma Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Classics; Library science; Philosophy; History; Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.0003446654,0.000782225,0.000963799,0.0008549311,0.001183324,0.00009113678,0.001658548,0.0001920815,0.000575127],"category_scores_gemma":[0.00001938475,0.000708502,0.0006493497,0.00276673,0.0006022943,0.0005839481,0.0008511361,0.0006078738,0.000145124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005363751,"about_ca_system_score_gemma":0.0007304156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001540834,"about_ca_topic_score_gemma":0.0001709397,"domain_scores_codex":[0.9963995,0.000285983,0.0006895214,0.001040479,0.0006529475,0.0009315659],"domain_scores_gemma":[0.9967192,0.0004032652,0.0004918397,0.001507765,0.0005635137,0.0003143463],"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":[0.001238688,0.001179315,0.02482113,0.0002873791,0.002644567,0.00007980879,0.01481272,0.00124483,0.003547105,0.3073289,0.6365504,0.006265179],"study_design_scores_gemma":[0.002588574,0.0003078321,0.003941904,0.0003566606,0.0006168833,0.000005976298,0.03924647,0.0002824544,0.002128768,0.002310514,0.9471587,0.001055253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6297098,0.001621787,0.0132582,0.02117722,0.005332665,0.003007419,0.0007182239,0.0005012411,0.3246735],"genre_scores_gemma":[0.8861659,0.0000535577,0.000934431,0.0005605444,0.0003799536,0.00002220654,0.0001128562,0.00006957071,0.111701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3106083,"threshold_uncertainty_score":0.9995366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007646383215048552,"score_gpt":0.232801965315877,"score_spread":0.2251555821008285,"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."}}