{"id":"W3092622106","doi":"10.1016/j.accpm.2020.05.019","title":"Regional referral ECMO centre decision and mid-term mortality of patients suffering severe Acute Respiratory Distress Syndrome (ARDS)","year":2020,"lang":"en","type":"article","venue":"Anaesthesia Critical Care & Pain Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; ARDS; Acute respiratory distress; Referral; Intensive care medicine; Respiratory distress; Extracorporeal membrane oxygenation; Emergency medicine; Term (time); Distress; Pediatrics; Lung; Internal medicine; Surgery","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":[0.0003978071,0.0003130486,0.0006380192,0.00006902733,0.00006703479,0.00001562655,0.0002664631,0.000187074,0.0001671392],"category_scores_gemma":[0.0006249246,0.000276538,0.00009779657,0.0002151422,0.000248622,0.0001575288,0.00005861537,0.0003126776,0.000006294175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007205185,"about_ca_system_score_gemma":0.00002249908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001658495,"about_ca_topic_score_gemma":0.00001830559,"domain_scores_codex":[0.9975552,0.0002040778,0.0006389421,0.0004600072,0.0007463915,0.0003953608],"domain_scores_gemma":[0.9984486,0.0003249297,0.00005115562,0.0003733062,0.0001921031,0.0006099577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000173304,0.00009918852,0.957705,0.004306131,0.0002355449,0.001689415,0.002398059,0.00007213112,0.0009741219,0.001681128,0.003032264,0.02763367],"study_design_scores_gemma":[0.002638058,0.001681615,0.97847,0.001616791,0.0006853117,0.00003821457,0.002284543,0.00249699,0.0005520115,0.0006203391,0.007830318,0.00108579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960566,0.001659769,0.000809903,0.0008942883,0.00008663534,0.0002199976,0.00004612045,0.0001513734,0.00007535363],"genre_scores_gemma":[0.997147,0.00003769874,0.0001974089,0.002354361,0.0000973585,0.000008294937,0.0001070214,0.0000499321,9.467927e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02654788,"threshold_uncertainty_score":0.9999687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0312130339151479,"score_gpt":0.279509328096533,"score_spread":0.2482962941813851,"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."}}