{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008587745,0.0002649865,0.001184779,0.0007659998,0.00009240411,0.00006358666,0.0001205814,0.0000788609,0.00005303024],"category_scores_gemma":[0.00554945,0.0002245673,0.0001868055,0.001690368,0.00008050209,0.0001258512,0.0002404303,0.0001881636,0.0000380564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001815631,"about_ca_system_score_gemma":0.00008720851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187364,"about_ca_topic_score_gemma":0.001097852,"domain_scores_codex":[0.9963641,0.0001712386,0.0008888577,0.0006892682,0.001539912,0.000346636],"domain_scores_gemma":[0.9972256,0.0006198055,0.0003305419,0.0009383772,0.0004300764,0.0004556143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004919327,0.003111791,0.9812709,0.0004774815,0.009862972,0.001091512,0.0007015399,0.00007754123,0.002592184,0.000002130877,0.0001071753,0.0002128079],"study_design_scores_gemma":[0.0009917986,0.001104326,0.984274,0.0001857659,0.0117901,0.000006211242,0.00006039763,0.0003628023,0.0009969631,0.00000838813,0.000008606654,0.0002106851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958129,0.00004328546,0.0002080157,0.0008735363,0.00005190404,0.002753217,0.00002951246,0.0002086804,0.00001893285],"genre_scores_gemma":[0.9989167,0.00001074624,0.000276079,0.0002596493,0.00003799058,0.000166595,0.000070106,0.00003908596,0.0002229974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004690676,"threshold_uncertainty_score":0.9157588,"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."}}