{"id":"W4391839613","doi":"10.2196/49841","title":"Defining the Subtypes of Long COVID and Risk Factors for Prolonged Disease: Population-Based Case-Crossover Study","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. National Library of Medicine; National Center for Advancing Translational Sciences; National Institute on Alcohol Abuse and Alcoholism","keywords":"Coronavirus disease 2019 (COVID-19); Disease; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Population; Medicine; Virology; Environmental health; Outbreak; Infectious disease (medical specialty); Internal medicine","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":[0.004072816,0.0006743749,0.0008081741,0.001397488,0.001088984,0.001142025,0.000943114,0.001250777,0.001784801],"category_scores_gemma":[0.00692296,0.0008328623,0.001152701,0.001086697,0.0009622789,0.0009229269,0.00107237,0.001211227,0.0003610573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006301518,"about_ca_system_score_gemma":0.0005636055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004594346,"about_ca_topic_score_gemma":0.00358796,"domain_scores_codex":[0.9969067,0.001103004,0.0002311211,0.001115153,0.0003884854,0.0002554995],"domain_scores_gemma":[0.9961033,0.001110611,0.001281193,0.0008144479,0.0002954062,0.0003950566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007558452,0.000468978,0.9967268,0.00002153988,0.0002224132,0.0002268666,0.00026481,0.00006216909,0.0003373568,0.00008989718,0.0001401142,0.0006833068],"study_design_scores_gemma":[0.0003701046,0.002688234,0.9916701,0.00002754829,0.0003221598,0.00162494,0.0009474121,0.001382993,0.0001727411,0.000237767,0.0005281124,0.00002791724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998492,0.0001808421,0.0005872059,0.00002448485,0.00001315245,0.0001747691,0.0002791045,0.000004432232,0.0002440267],"genre_scores_gemma":[0.9986137,0.00006677675,0.0005440006,0.00005277738,0.00002466463,0.0001424463,0.0004628496,0.000003557195,0.0000891069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004594346,"threshold_uncertainty_score":0.02153939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244956628512665,"score_gpt":0.3491236916673043,"score_spread":0.3266741253821777,"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."}}