{"id":"W4408213313","doi":"10.2196/65590","title":"Data Interoperability in COVID-19 Vaccine Trials: Methodological Approach in the VACCELERATE Project","year":2025,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Research Data Management Practices","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interoperability; Coronavirus disease 2019 (COVID-19); Computer science; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Virology; World Wide Web; Outbreak; Pathology; Disease","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":["metaresearch","scholarly_communication","open_science"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.08321875,0.0001779294,0.0005601149,0.0004829679,0.0000870393,0.001728087,0.01195233,0.000159917,0.00003957662],"category_scores_gemma":[0.05927125,0.00009540249,0.00004872718,0.002291353,0.000104516,0.01475502,0.00621741,0.001199811,0.00001211777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001397282,"about_ca_system_score_gemma":0.000881672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001698945,"about_ca_topic_score_gemma":0.0001475849,"domain_scores_codex":[0.989171,0.006649715,0.001853936,0.0004483435,0.001376974,0.0005000713],"domain_scores_gemma":[0.9866953,0.009587132,0.0003149823,0.003177339,0.00005059782,0.0001746491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007556041,0.003773878,0.007886714,0.004176572,0.0002352122,0.0002708351,0.02934569,0.0001988326,0.000005054009,0.3071629,0.2198181,0.4263706],"study_design_scores_gemma":[0.003145695,0.0001396402,0.004126556,0.0001369988,0.00001346099,0.00002192824,0.008429246,0.7099656,0.000003353353,0.002757444,0.2710195,0.0002405561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007580492,0.00009872983,0.9547337,0.02611346,0.0001589535,0.002472699,0.000021545,0.00009525702,0.008725131],"genre_scores_gemma":[0.2354075,0.004886213,0.6654086,0.08948097,0.0002981141,0.002947274,0.001097653,0.00002389173,0.0004497112],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7097668,"threshold_uncertainty_score":0.9993082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.642604735216575,"score_gpt":0.5685127681439308,"score_spread":0.0740919670726442,"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."}}