{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002498208,0.001048289,0.001043751,0.001488565,0.002147708,0.005176586,0.001407093,0.003493385,0.04717029],"category_scores_gemma":[0.004175283,0.0003196543,0.001105003,0.0008766435,0.001778706,0.00294225,0.003916265,0.004899851,0.01571744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002730398,"about_ca_system_score_gemma":0.003391973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002684188,"about_ca_topic_score_gemma":0.004690991,"domain_scores_codex":[0.9977977,0.000477888,0.0001304739,0.0003345448,0.0008331554,0.0004262845],"domain_scores_gemma":[0.9975818,0.0003327604,0.0002141799,0.00007814077,0.0008212628,0.0009717532],"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":[0.0000800895,0.00001725108,0.0003256154,0.0004644055,0.00001258578,0.0002259557,0.000312114,0.00003961177,0.0005576186,0.003683849,0.9610807,0.03320024],"study_design_scores_gemma":[0.000003721897,0.00004501918,0.0008321839,0.000282711,0.000005983194,0.0002663215,0.000313168,0.00002118667,0.0002731922,0.001163562,0.9967846,0.000008362137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.003025708,0.1227589,0.001112677,0.189625,0.6158505,0.000119357,0.0007038114,0.0003475265,0.06645656],"genre_scores_gemma":[0.04981813,0.07667915,0.002049855,0.07985883,0.4314542,0.0001820093,0.001413125,0.0005409229,0.3580039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04717029,"threshold_uncertainty_score":0.1578003,"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."}}