{"id":"W3029877512","doi":"10.1159/000508125","title":"Extracorporeal Blood Purification and Organ Support in the Critically Ill Patient during COVID-19 Pandemic: Expert Review and Recommendation","year":2020,"lang":"en","type":"review","venue":"Blood Purification","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Intensive care medicine; Extracorporeal; Medicine; Coronavirus disease 2019 (COVID-19); Organ dysfunction; Critically ill; Pandemic; Extracorporeal membrane oxygenation; Organ system; Disease; Immunology; Infectious disease (medical specialty); Surgery; Internal medicine; Sepsis","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009532401,0.0005506419,0.001175198,0.0001872551,0.0001500323,0.0001249134,0.0003731312,0.0003967295,0.0001749286],"category_scores_gemma":[0.0008337194,0.0004591819,0.0001359578,0.0005414722,0.00006251049,0.0002720907,0.00005740087,0.0006510844,0.00002762284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001200454,"about_ca_system_score_gemma":0.0001504773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001256332,"about_ca_topic_score_gemma":0.00001239919,"domain_scores_codex":[0.9964977,0.00048516,0.001505585,0.0008269172,0.0003239315,0.0003607169],"domain_scores_gemma":[0.9981933,0.0003119997,0.0003829131,0.0006435341,0.000115504,0.0003527546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005335904,0.0002669975,0.0003828147,0.08749993,0.0002395759,0.00006773044,0.001147001,0.00000117313,0.0001661384,0.000763765,0.0008296351,0.9086299],"study_design_scores_gemma":[0.000395786,0.00007161737,0.0002515285,0.00239412,0.002140043,0.0009187979,0.0001168387,0.00004352874,0.00002756339,0.0001009852,0.992874,0.0006651477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002392032,0.9948478,0.0002869739,0.001308637,0.0001100743,0.002637597,0.0001069619,0.0002744003,0.0001883546],"genre_scores_gemma":[0.002698123,0.9927712,0.0004809719,0.001589333,0.0001388943,0.0010049,0.001213878,0.00009661732,0.000006044629],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9920444,"threshold_uncertainty_score":0.999786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05515638157581872,"score_gpt":0.3147356452304481,"score_spread":0.2595792636546294,"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."}}