{"id":"W4384078526","doi":"10.2139/ssrn.4505307","title":"Conversion from Veno-Venous to Veno-Arterial or Hybrid Extracorporeal Membrane Oxygenation: Analysis from the Extracorporeal Life Support Organization Registry","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","funders":"","keywords":"Extracorporeal membrane oxygenation; Extracorporeal; Life support; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002135667,0.0003324762,0.0008470139,0.005209249,0.0004433089,0.001919546,0.0007882092,0.0006263464,0.005203295],"category_scores_gemma":[0.01097046,0.0003257922,0.001758244,0.007603602,0.0004101174,0.001306616,0.001501282,0.0009853491,0.001221119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004846525,"about_ca_system_score_gemma":0.001373613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004755439,"about_ca_topic_score_gemma":0.003922419,"domain_scores_codex":[0.9966115,0.0009309016,0.0006542775,0.0006710655,0.0006843756,0.0004478552],"domain_scores_gemma":[0.9837564,0.005670439,0.006313218,0.001648393,0.001753063,0.0008583749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004691299,0.00004105232,0.9954015,0.00003336442,0.0002258478,0.00008796222,0.00007868567,0.0001647611,0.00007359892,0.0001358731,0.0008562728,0.002431947],"study_design_scores_gemma":[0.00002936933,0.00007001778,0.9973987,0.00004059176,0.0002122629,0.000306241,0.0004131213,0.0003752524,0.00009027914,0.0001249662,0.0009274629,0.00001168201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782938,0.0008257151,0.0003177219,0.0001540031,0.00001590462,0.00004994681,0.01818247,0.00001706919,0.002143468],"genre_scores_gemma":[0.9702913,0.0006882442,0.0002769823,0.00008438578,0.00003501543,0.00006659136,0.02785491,0.00003665382,0.0006659527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005209249,"threshold_uncertainty_score":0.01740682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754708763247096,"score_gpt":0.2263141529599218,"score_spread":0.2087670653274508,"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."}}