{"id":"W4308367817","doi":"10.1097/pcc.0000000000003078","title":"Discretion Over Discrimination: Toward Good Decisions for Extracorporeal Membrane Oxygenation Use in Patients With Neurological Comorbidities*","year":2022,"lang":"en","type":"article","venue":"Pediatric Critical Care Medicine","topic":"Mechanical Circulatory Support Devices","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Extracorporeal membrane oxygenation; Discretion; Intensive care medicine; Anesthesia; Law","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":[0.0002707166,0.0002139234,0.0003248224,0.0002431915,0.0001340433,0.0000231663,0.0001857253,0.00008301792,0.0008021115],"category_scores_gemma":[0.0008432621,0.0001740128,0.00006024127,0.0004537517,0.00006678933,0.0002431024,0.00005311772,0.0003802683,0.000002139812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001483544,"about_ca_system_score_gemma":0.00002639479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002139764,"about_ca_topic_score_gemma":0.00003710479,"domain_scores_codex":[0.9978356,0.00009329729,0.0004891069,0.0003721081,0.0008598111,0.0003501114],"domain_scores_gemma":[0.9981501,0.00121545,0.00004296196,0.0002235406,0.0001747151,0.0001932638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008767196,0.0007500376,0.9527675,0.001387234,0.00003790353,0.0002068003,0.002563627,0.009731628,0.00003757906,0.02066297,0.002255501,0.00872252],"study_design_scores_gemma":[0.004343824,0.002089981,0.967941,0.00002557619,0.0003470614,0.00001127509,0.001028339,0.02081922,0.00001004759,0.001094424,0.001777047,0.0005121516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726484,0.0003185525,0.0240922,0.0005658002,0.0009136841,0.0007844502,0.0003193347,0.0001854092,0.0001721674],"genre_scores_gemma":[0.9978256,0.000009729653,0.0004450097,0.0002095126,0.0003235896,0.0002733475,0.0008637546,0.00004200755,0.000007468109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02517718,"threshold_uncertainty_score":0.8782559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03434038269751021,"score_gpt":0.2686725107884087,"score_spread":0.2343321280908985,"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."}}