{"id":"W4403526023","doi":"10.1101/2024.10.17.24315712","title":"Identification of Early Risk Factors for Mortality in Pediatric Veno-Arterial Extra Corporeal Membrane Oxygenation: The Patient Matters","year":2024,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Institutes of Health","keywords":"Oxygenation; Identification (biology); Medicine; Extracorporeal membrane oxygenation; Cardiology; Intensive care medicine; Internal medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006988271,0.0002275257,0.0002559867,0.0004580659,0.0001872773,0.0004432704,0.0001861033,0.0002572673,0.001676416],"category_scores_gemma":[0.003999725,0.00006725919,0.0003048056,0.0004289432,0.0001750812,0.0004378151,0.000338645,0.0005276776,0.0001988273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719551,"about_ca_system_score_gemma":0.0004238308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005322925,"about_ca_topic_score_gemma":0.0005261981,"domain_scores_codex":[0.9996648,0.0001294514,0.00003182821,0.00005266867,0.00006981805,0.00005141746],"domain_scores_gemma":[0.998414,0.0006599534,0.0005702364,0.00008153667,0.0001140761,0.0001602324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001015186,0.00002084226,0.9944824,0.00001444808,0.0000122035,0.0001363837,0.00005701542,0.00009811261,0.0002190518,0.00004345184,0.0001079169,0.004706682],"study_design_scores_gemma":[0.000004383613,0.0002056134,0.9961153,0.00002204592,0.00002910517,0.001547231,0.0001730531,0.0007975113,0.0006070897,0.00009445501,0.0003995335,0.000004616566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975857,0.0004889197,0.001162599,0.0001346626,0.000008464229,0.000009986758,0.0002138373,0.000008709732,0.0003871642],"genre_scores_gemma":[0.998778,0.0001840969,0.0006187401,0.000016934,0.00001867785,0.000009688758,0.0002352467,0.000003762477,0.000134729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001676416,"threshold_uncertainty_score":0.005608141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467531662997142,"score_gpt":0.2467501461743235,"score_spread":0.2220748295443521,"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."}}