{"id":"W1968796213","doi":"10.1016/j.healun.2014.01.109","title":"Outcomes of Intraoperative ECMO Versus Cardiopulmonary Bypass for Lung Transplantation","year":2014,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Cardiopulmonary bypass; Extracorporeal membrane oxygenation; Lung transplantation; Intensive care unit; Extracorporeal; Life support; Anesthesia; Mechanical ventilation; Lung; Transplantation; Cardiac surgery; Pulmonary compliance; Surgery; Intensive care medicine; 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":[0.00188628,0.0005172564,0.001139598,0.0007055239,0.0005730221,0.001764477,0.0006783527,0.0008478727,0.002102668],"category_scores_gemma":[0.007410103,0.0001850743,0.002187252,0.0008382761,0.0006632601,0.001630858,0.0009625435,0.001644481,0.0002414608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001304197,"about_ca_system_score_gemma":0.0008424874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001476189,"about_ca_topic_score_gemma":0.002541926,"domain_scores_codex":[0.9983003,0.0004884361,0.0001989883,0.000209153,0.0002366355,0.0005665785],"domain_scores_gemma":[0.9957519,0.001427668,0.001497525,0.0001622722,0.0003082553,0.0008523331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06139841,0.002589512,0.8622284,0.0005508556,0.002587067,0.0006134781,0.0007168032,0.001653611,0.001354655,0.001494608,0.002400025,0.06241253],"study_design_scores_gemma":[0.002205249,0.02360881,0.9591689,0.0003509666,0.002275795,0.001244286,0.002435788,0.002615826,0.001225747,0.002972946,0.001766078,0.000129583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995053,0.002060053,0.0002134537,0.0003923166,0.0001511683,0.00002727162,0.0005856471,0.00000558474,0.001511516],"genre_scores_gemma":[0.9983976,0.0004392815,0.00009121088,0.0001243178,0.000142522,0.00002177931,0.0006020307,0.000004263334,0.0001769951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002102668,"threshold_uncertainty_score":0.009975731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02000070189990148,"score_gpt":0.3306463062877297,"score_spread":0.3106456043878282,"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."}}