{"id":"W3161272642","doi":"10.19166/med.v8i2.3442","title":"A Systematic Review of Coronavirus Disease 2019 with Respiratory Distress Syndrome in Adult: Focus on Risk Factors, Mechanism, Diagnosis, and Treatment","year":2021,"lang":"en","type":"review","venue":"Medicinus","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ARDS; Medicine; Context (archaeology); Coronavirus disease 2019 (COVID-19); Pneumonia; Pandemic; Cytokine storm; Respiratory distress; Intensive care medicine; Disease; Internal medicine; Lung; Surgery; Infectious disease (medical specialty); Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006920054,0.001030878,0.007889343,0.0004066269,0.00005159925,0.00001734529,0.0002615527,0.0002779101,0.00006347572],"category_scores_gemma":[0.003578959,0.0005700597,0.0005832042,0.0004905532,0.000172734,0.00005521932,0.00008652976,0.0005368376,0.00001825835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009820196,"about_ca_system_score_gemma":0.001041619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006707696,"about_ca_topic_score_gemma":0.0001195105,"domain_scores_codex":[0.9945538,0.001323436,0.001622675,0.0009536874,0.001100442,0.0004459718],"domain_scores_gemma":[0.9929173,0.003200652,0.001344455,0.001621819,0.0001361756,0.0007795969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005739654,0.0005125471,0.001098057,0.9509793,0.0008977966,0.0091727,0.00007232967,7.950888e-8,3.157749e-8,0.0001087229,0.00009231497,0.03700872],"study_design_scores_gemma":[0.001997069,0.002921924,0.0005656549,0.9627429,0.022171,0.0002997619,0.00002267962,7.590769e-7,0.000002241506,0.000008375991,0.00881663,0.0004509949],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001210829,0.9861941,0.000006172895,0.0001677469,0.0001644042,0.0113054,0.0008700988,0.0000514924,0.00002970856],"genre_scores_gemma":[0.001304808,0.9947319,0.00001610325,0.0004258721,0.00006472736,0.00275659,0.0004853515,0.0001288095,0.00008584825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03655772,"threshold_uncertainty_score":0.9996751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03292302996115505,"score_gpt":0.3437400926234586,"score_spread":0.3108170626623035,"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."}}