{"id":"W4316676180","doi":"10.2196/42315","title":"Epidemiology, Symptomatology, and Risk Factors for Long COVID Symptoms: Population-Based, Multicenter Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health and Medical Research Fund; Food and Health Bureau","keywords":"Epidemiology; Medicine; Marital status; Population; Cross-sectional study; Disease; Environmental health; Internal medicine; Pathology","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"],"consensus_categories":[],"category_scores_codex":[0.003870016,0.0002887233,0.0009513943,0.0003575004,0.0004106321,0.00003050195,0.0001108936,0.0001821453,0.00001026259],"category_scores_gemma":[0.01406567,0.000231135,0.00008154184,0.0004208167,0.0001436395,0.0001237137,0.00007200207,0.000251969,0.00000787583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001604512,"about_ca_system_score_gemma":0.0005906484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247944,"about_ca_topic_score_gemma":0.0008663102,"domain_scores_codex":[0.996449,0.001075441,0.0006869036,0.0006880234,0.0001880502,0.0009126042],"domain_scores_gemma":[0.9880512,0.009720682,0.0003439581,0.0004290729,0.0001385292,0.001316508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001530535,0.0001611669,0.9940116,0.001086195,0.00008437075,0.000007882942,0.0004955084,0.00001008489,1.872876e-7,0.00006696329,0.001459547,0.002463374],"study_design_scores_gemma":[0.004355699,0.00100777,0.983558,0.00002978664,0.000006143148,0.000009653978,0.0003177215,0.006992843,1.026877e-7,0.00003567379,0.003497121,0.0001894829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712484,0.0005598313,0.0006288161,0.02248696,0.0002650136,0.004277337,0.0001182213,0.0004074202,0.000007963736],"genre_scores_gemma":[0.992781,0.0001825884,0.0001554668,0.005605843,0.0001060387,0.000503729,0.0005701467,0.00003923156,0.00005590311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02153262,"threshold_uncertainty_score":0.9942393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04308708783572942,"score_gpt":0.3848266884833693,"score_spread":0.3417396006476399,"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."}}