{"id":"W4406186146","doi":"10.1016/j.cjca.2024.12.035","title":"Extracorporeal Membrane Oxygenation in Pediatric Patients With Congenital Heart Disease: Surgical Considerations","year":2025,"lang":"en","type":"review","venue":"Canadian Journal of Cardiology","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Heart disease; Population; Intensive care medicine; Disease; Oxygenation; Surgery; Cardiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002708144,0.0002724861,0.001446443,0.0009084626,0.00004283149,0.00003191387,0.000157537,0.0002909574,0.000064854],"category_scores_gemma":[0.0001750228,0.0002324786,0.0003086716,0.0003294032,0.00004855392,0.0001054234,0.000007059133,0.0005876404,0.000009445529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002897143,"about_ca_system_score_gemma":0.003107931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002396063,"about_ca_topic_score_gemma":0.0009392584,"domain_scores_codex":[0.9982357,0.0002402809,0.0008476091,0.0001811983,0.0001635887,0.0003316062],"domain_scores_gemma":[0.9984241,0.000359304,0.0001688676,0.0001862944,0.0001867534,0.0006747167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001515333,0.00007776167,0.4102846,0.07479704,0.00739044,0.0377351,0.0001916438,0.0840565,2.41189e-7,0.01174452,0.06365518,0.3099154],"study_design_scores_gemma":[0.000610669,0.00005103209,0.01209031,0.0008730554,0.001295641,0.0003603817,0.000002576357,0.00001436487,2.98231e-8,0.0001343141,0.984189,0.0003785942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006776244,0.9965765,0.00008009691,0.00002404234,0.0008834326,0.0003852561,0.0002504012,0.00001356197,0.00110909],"genre_scores_gemma":[0.2717052,0.7263144,0.00009020049,0.00003613574,0.001348953,0.00004836477,0.0003384495,0.00008308976,0.00003519538],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9205338,"threshold_uncertainty_score":0.9480204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708123694346556,"score_gpt":0.2377174499116609,"score_spread":0.2206362129681954,"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."}}