{"id":"W2134397535","doi":"10.1164/rccm.201503-0459ed","title":"Higher Volumes, Better Outcomes: The End or Just the Beginning of the Story for Extracorporeal Membrane Oxygenation?","year":2015,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Oxygenation; Intensive care medicine; Cardiology; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001549247,0.0003902687,0.00101072,0.0001273231,0.0001990443,0.00002908008,0.0008215036,0.0002355361,0.0001962363],"category_scores_gemma":[0.000981584,0.0001602094,0.0002810622,0.0002675501,0.002096578,0.0001139866,0.00006039207,0.002274071,0.000001074224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113468,"about_ca_system_score_gemma":0.000224813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009864912,"about_ca_topic_score_gemma":0.000008393336,"domain_scores_codex":[0.9968046,0.0004758246,0.0009473518,0.0002321701,0.001150375,0.0003896803],"domain_scores_gemma":[0.9952773,0.002755302,0.0004843455,0.0005685412,0.0007309836,0.0001835509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001217839,0.00002124794,0.003074732,0.001603181,0.0006604761,0.0003242219,0.002091085,0.00005585295,0.0002648749,0.0004267643,0.9536902,0.03766553],"study_design_scores_gemma":[0.0006982689,0.0009969786,0.003720008,0.0003855849,0.0009965631,0.0001261792,0.003751505,0.00003811048,0.00004577263,0.0001864562,0.9887875,0.0002671262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05695122,0.02154356,0.001164996,0.9120395,0.006022878,0.001089049,0.0002229819,0.00007511514,0.0008906854],"genre_scores_gemma":[0.7089075,0.00001655279,0.0001137191,0.2857399,0.004973576,0.00003344957,0.000008978984,0.00009152476,0.0001147767],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6519563,"threshold_uncertainty_score":0.9879833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04245752758282152,"score_gpt":0.3015691170922726,"score_spread":0.2591115895094511,"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."}}