{"id":"W3117139805","doi":"10.1136/bmjopen-2020-039813","title":"Clinical, laboratory and imaging predictors for critical illness and mortality in patients with COVID-19: protocol for a systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"BMJ Open","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Beijing University of Chinese Medicine","keywords":"Medicine; Critical appraisal; Data extraction; Checklist; Systematic review; MEDLINE; Meta-analysis; Cochrane Library; Protocol (science); Family medicine; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.06677334,0.006857716,0.0237994,0.01057812,0.003341449,0.008201327,0.005363019,0.007744221,0.06976864],"category_scores_gemma":[0.08853811,0.005267816,0.03037059,0.009994095,0.004340852,0.007319621,0.005117561,0.006871873,0.008151972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01312863,"about_ca_system_score_gemma":0.03531851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006560267,"about_ca_topic_score_gemma":0.01207626,"domain_scores_codex":[0.9696927,0.0128763,0.0090919,0.003037888,0.003692013,0.001609172],"domain_scores_gemma":[0.9617809,0.01424672,0.0093518,0.004134777,0.009020862,0.00146483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01147229,0.0002463986,0.0008511472,0.9292574,0.01220911,0.0004047308,0.0009575749,0.001362106,0.001298947,0.003140131,0.02197105,0.01682906],"study_design_scores_gemma":[0.08484484,0.003537071,0.008694011,0.6130293,0.0683696,0.0006970916,0.001399046,0.002786899,0.002759487,0.01838651,0.1945913,0.0009048749],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005413663,0.004091966,0.001983956,0.0005910302,0.0004442605,0.9851534,0.006580763,0.0001560584,0.0004572187],"genre_scores_gemma":[0.0004677227,0.0009120024,0.001752391,0.0002138719,0.00002836791,0.9958554,0.0005536973,0.00001094832,0.0002055372],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06976864,"threshold_uncertainty_score":0.3531354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3888079284124145,"score_gpt":0.6521300938722108,"score_spread":0.2633221654597963,"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."}}