{"id":"W4407277229","doi":"10.1016/j.ebiom.2025.105592","title":"The ongoing importance of patient-informed, collaborative research in advancing the definition and harmonization of post COVID-19 condition (PCC) subtypes across diverse populations","year":2025,"lang":"en","type":"article","venue":"EBioMedicine","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Harmonization; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Betacoronavirus; MEDLINE; Pandemic; Medicine; Biology; Virology; Pathology; Outbreak; Infectious disease (medical specialty); Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.001511747,0.0001184751,0.0002728718,0.0003502485,0.0004383353,0.00001829808,0.0001088091,0.00007882075,0.00001430696],"category_scores_gemma":[0.007641553,0.0000744172,0.00003026358,0.001764802,0.00081904,0.0001866937,0.0001015182,0.000225183,0.000001449343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003540062,"about_ca_system_score_gemma":0.0007986354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000655725,"about_ca_topic_score_gemma":0.002871971,"domain_scores_codex":[0.9982787,0.0002008718,0.0005453196,0.0002025443,0.0004993089,0.0002732051],"domain_scores_gemma":[0.9957272,0.002884434,0.0002920131,0.0003138613,0.0006743846,0.0001081328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001876321,0.0001896367,0.9378728,0.002043049,0.0001080904,0.0000526611,0.01762649,0.0001504786,0.01394496,0.01716169,0.003045876,0.005927939],"study_design_scores_gemma":[0.00984717,0.001936613,0.8990062,0.003019621,0.0001820545,0.00003338721,0.06316721,0.001102883,0.006284136,0.01053439,0.004659299,0.0002269877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753343,0.001202932,0.000421921,0.02094585,0.0001694013,0.001419751,0.00008819588,0.00002084042,0.0003968365],"genre_scores_gemma":[0.9977497,0.0003251534,0.0002787094,0.001232588,0.0000376009,0.00005220749,0.0002739749,0.000009333834,0.000040711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04554072,"threshold_uncertainty_score":0.9148205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03714910574047718,"score_gpt":0.4086263612141402,"score_spread":0.371477255473663,"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."}}