{"id":"W4379184322","doi":"10.1371/journal.pone.0286588","title":"Use of latent class analysis and patient reported outcome measures to identify distinct long COVID phenotypes: A longitudinal cohort study","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Centre for Disease Control; St. Paul's Hospital; University of British Columbia","funders":"Canadian Institutes of Health Research; Canadian Lung Association","keywords":"DLCO; Anxiety; Medicine; Latent class model; Cohort; Depression (economics); Diffusing capacity; Quality of life (healthcare); Internal medicine; Visual analogue scale; Cohort study; Longitudinal study; Pulmonary function testing; Physical therapy; Psychiatry; Lung; Pathology; Lung function","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008233964,0.0004822563,0.0004814484,0.001292475,0.0009690135,0.001487534,0.0005684764,0.0006206074,0.001179907],"category_scores_gemma":[0.01039976,0.0003345247,0.001032943,0.001240241,0.0004099516,0.000980387,0.001144237,0.0013186,0.0002063412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007425075,"about_ca_system_score_gemma":0.001233606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01129299,"about_ca_topic_score_gemma":0.01245608,"domain_scores_codex":[0.9971439,0.001581679,0.0001973349,0.0004308078,0.0003320812,0.0003141291],"domain_scores_gemma":[0.9931264,0.001580106,0.002773788,0.00103709,0.0007810823,0.0007015342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001592713,0.00007932328,0.9980189,0.000004772131,0.0001160814,0.00002081533,0.0001009309,0.0000649951,0.00007588863,0.0000488655,0.0000979309,0.001212369],"study_design_scores_gemma":[0.00006230295,0.0004830722,0.9956926,0.00002514352,0.0001111135,0.0001208507,0.0004625494,0.00240837,0.00008275096,0.0001965121,0.0003385914,0.00001618053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970942,0.0001650199,0.001493053,0.0001415585,0.00001521204,0.00004996571,0.000789456,0.000007498536,0.0002440441],"genre_scores_gemma":[0.9974194,0.00007833404,0.001029497,0.00004953525,0.00001497714,0.0001075194,0.001114906,0.000004683536,0.0001812166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01129299,"threshold_uncertainty_score":0.0435459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.13769480408165,"score_gpt":0.3504143287029419,"score_spread":0.2127195246212919,"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."}}