{"id":"W4408690381","doi":"10.1016/j.cmi.2025.03.007","title":"The challenge to improving and standardizing training in infectious diseases in Europe","year":2025,"lang":"en","type":"article","venue":"Clinical Microbiology and Infection","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"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":[0.06501158,0.0006247521,0.0009583653,0.002172614,0.001911995,0.007434518,0.0030514,0.005689626,0.00596616],"category_scores_gemma":[0.06240655,0.0003423819,0.000890404,0.001738801,0.004418823,0.005378976,0.007726755,0.00729567,0.001278503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00612463,"about_ca_system_score_gemma":0.04434012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02047842,"about_ca_topic_score_gemma":0.01184048,"domain_scores_codex":[0.9778101,0.01113276,0.00228738,0.001538416,0.002689197,0.004542114],"domain_scores_gemma":[0.9057077,0.02356549,0.009044944,0.006516143,0.02401401,0.03115165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00063602,0.001775317,0.1260489,0.002190428,0.0003571837,0.0004326419,0.003900601,0.01060705,0.003921425,0.09571838,0.1377742,0.6166379],"study_design_scores_gemma":[0.0003826405,0.001793526,0.462419,0.007213371,0.0001311958,0.0006560879,0.01537475,0.004535407,0.003569916,0.05435487,0.4492866,0.0002827701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06257443,0.01487447,0.00713679,0.8900967,0.006468705,0.0001337687,0.0003972002,0.0002899657,0.0180279],"genre_scores_gemma":[0.7286205,0.01228488,0.0270461,0.2152072,0.005470118,0.0003892141,0.0005810141,0.0001438716,0.01025714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06501158,"threshold_uncertainty_score":0.3438182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02766830240433548,"score_gpt":0.3577629314345434,"score_spread":0.3300946290302079,"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."}}