{"id":"W4411730294","doi":"10.25040/ntsh2025.01.24","title":"CHRISTMAS READINGS — 2024: «IMMUNOLOGY, ALLERGOLOGY, AND RHEUMATOLOGY WORLDWIDE AND IN UKRAINE: CURRENT REALITIES AND CHALLENGES»","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Shevchenko Scientific Society Medical Sciences","topic":"Diverse Scientific Research in Ukraine","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Rheumatology; Clinical immunology; Medicine; Allergy; Immunology; Family medicine; Political science; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008339825,0.0002206958,0.0003786765,0.0001650379,0.0008230125,0.0002415613,0.001278031,0.0001856576,0.0003017272],"category_scores_gemma":[0.002355512,0.0001517794,0.0000820066,0.001688845,0.02573321,0.000457966,0.003039441,0.0004969783,0.000006204726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009688072,"about_ca_system_score_gemma":0.0001306287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004070361,"about_ca_topic_score_gemma":0.0002334064,"domain_scores_codex":[0.9963924,0.00006469806,0.0004915867,0.00113595,0.001188609,0.0007267888],"domain_scores_gemma":[0.9988925,0.0004415233,0.0001898741,0.0001850272,0.00005293285,0.0002381583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007517076,0.0004438614,0.6094283,0.001332352,0.0001320098,0.000003591315,0.02711408,0.000006635141,0.01008321,0.09382745,0.15458,0.1029733],"study_design_scores_gemma":[0.003513998,0.0003409884,0.51097,0.002506746,0.0000997493,0.0002126493,0.04370455,0.01175092,0.003052408,0.1013219,0.3212802,0.001245866],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506574,0.01018673,0.000003027685,0.02670116,0.001156435,0.0003746062,0.000005956394,0.00003016729,0.01088449],"genre_scores_gemma":[0.9760323,0.01956378,0.0007432788,0.0001751841,0.0000174904,0.00004659597,0.000001080217,0.000008161057,0.003412104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1667002,"threshold_uncertainty_score":0.9769182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03164296309447236,"score_gpt":0.2920655309009239,"score_spread":0.2604225678064515,"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."}}