{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001434956,0.0006021142,0.0006008722,0.001025578,0.0006899136,0.0005818357,0.0005275355,0.0006290132,0.0009627783],"category_scores_gemma":[0.001840815,0.000544799,0.0006225606,0.002044265,0.0004856543,0.0008015171,0.0007787499,0.0005294982,0.0002121852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005930781,"about_ca_system_score_gemma":0.0009016353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008503621,"about_ca_topic_score_gemma":0.008439304,"domain_scores_codex":[0.9991015,0.0002994654,0.0001185311,0.0002284298,0.0001151862,0.000136961],"domain_scores_gemma":[0.998152,0.0001887925,0.0007155019,0.0002079609,0.0002510909,0.0004846735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004954623,0.00003307167,0.9994928,0.000008599233,0.00003597277,0.00002973611,0.00005230799,0.00001195154,0.00006313479,0.000003580068,0.00004654762,0.0001726845],"study_design_scores_gemma":[0.00001485201,0.0001448752,0.999343,0.000004528845,0.00002932355,0.0001121507,0.0001947762,0.00007275215,0.00001486867,0.000005188986,0.00006031371,0.000003353694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998913,0.0001329885,0.0001003346,0.00002471464,0.000003494681,0.00006167232,0.0006129795,0.000003114767,0.0001477507],"genre_scores_gemma":[0.9987383,0.00009226517,0.0001569609,0.00004786809,0.00001354118,0.00008765525,0.0008018886,0.000001749902,0.00005962339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008503621,"threshold_uncertainty_score":0.01690823,"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."}}