{"id":"W3199776645","doi":"10.1101/2021.09.03.21262841","title":"COVID-19 Bimodal Clinical and Pathological Phenotypes","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canada Research Chairs; St. Michael's Hospital","funders":"Universidade de São Paulo; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Medicine; Pathological; Thrombus; Phenotype; Pathology; Lung; Platelet; ARDS; Internal medicine; Coronavirus disease 2019 (COVID-19); Diffuse alveolar damage; Fibrosis; Gastroenterology; Disease; Acute respiratory distress; Gene; Biology; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0002880866,0.0003076415,0.0002534198,0.0009185409,0.0004277739,0.0006004474,0.0002065709,0.000314085,0.003492659],"category_scores_gemma":[0.00119019,0.0001064759,0.0001873333,0.0003233949,0.0004131469,0.0003215328,0.0006626258,0.0002775257,0.0004913824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695662,"about_ca_system_score_gemma":0.0001426617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002559366,"about_ca_topic_score_gemma":0.0002800641,"domain_scores_codex":[0.9997292,0.00003589902,0.0000385133,0.0000739008,0.00003525427,0.00008717363],"domain_scores_gemma":[0.9993419,0.0000946627,0.0002690144,0.00003601124,0.00007068035,0.0001877735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002681135,0.00002912945,0.9895927,0.00001710729,0.0000116926,0.002688668,0.00008256724,0.00003263258,0.004087387,0.00007622207,0.0001336329,0.002980128],"study_design_scores_gemma":[0.00001269894,0.0002579621,0.9705321,0.0000249725,0.00001523224,0.02672625,0.0004890617,0.0002352906,0.0008991022,0.0002391627,0.0005597316,0.00000832661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986358,0.0002521372,0.0001421325,0.00002779932,0.000008177234,0.00001170399,0.0001372807,0.000005556344,0.0007793791],"genre_scores_gemma":[0.9994332,0.0000620549,0.00007010121,0.00001389789,0.00001328934,0.000005169671,0.0002834116,0.000001519549,0.0001172156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003492659,"threshold_uncertainty_score":0.01168406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1728616528137282,"score_gpt":0.4978464492652001,"score_spread":0.3249847964514718,"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."}}